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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
endstream endobj 783 0 obj <> endobj 784 0 obj <> endobj 785 0 obj <>stream /
Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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[(so)-220(the)7(y)-220(intr)9(o)-8(duce)-220(a)-219(De)-8(ep)-219(Inter)8(est)-220(Netw)8(ork)-220(\(DIN\))-220(to)-220(r)9(epr)8(esent)-220(users')]TJ 1 0 0 1 53.798 621.639 Tm [(div)8(erse)-250(inter)8(ests)-250(with)-250(an)-250(attentiv)8(e)-250(activation)-250(me)-7(chanism.)]TJ /T1_3 10.909 Tf 0 -26.579 TD [(6)-1000(CONCLUSIONS)]TJ /T1_1 8.966 Tf 1.005 0 0 1 53.798 581.361 Tm [(In)-249(this)-249(pap)-7(er)59(,)-249(w)8(e)-249(pr)8(op)-7(ose)-249(a)-249(no)7(v)8(el)-248(netw)8(ork)-249(name)-7(d)-249(Compr)8(esse)-7(d)-249(In-)]TJ 1.02 0 0 1 53.798 570.402 Tm [(teraction)-250(Netw)8(ork)-249(\()10(CIN\),)-250(which)-249(aims)-250(to)-249(learn)-250(high-or)8(der)-250(featur)8(e)]TJ 0.996 0 0 1 53.798 559.443 Tm [(interactions)-251(e)7(xplicitly)59(.)-252(CIN)-251(has)-251(tw)8(o)-252(sp)-7(e)-7(cial)-251(virtues:)-252(\(1\))-251(it)-251(can)-252(learn)]TJ 0.98 0 0 1 53.798 548.485 Tm [(certain)-230(b)-10(ounde)-7(d-degr)8(e)-7(e)-230(featur)8(e)-230(interactions)-229(e\035e)-8(ctiv)9(ely;)-230(\(2\))-230(it)-230(learns)]TJ 1.016 0 0 1 53.798 537.526 Tm [(featur)8(e)-245(interactions)-245(at)-245(a)-245(v)7(e)-6(ctor-wise)-246(le)7(v)8(el.)-245(Follo)7(wing)-245(the)-245(spirit)-245(of)]TJ 1.02 0 0 1 53.798 526.567 Tm [(se)7(v)8(eral)-292(p)-7(opular)-292(mo)-7(dels,)-292(w)8(e)-292(incorp)-7(orate)-292(a)-292(CIN)-292(and)-292(a)-292(DNN)-292(in)-292(an)]TJ 0 -10.959 TD [(end-to-end)-271(frame)7(w)8(ork,)-271(and)-272(name)-6(d)-271(the)-271(r)7(esulting)-271(mo)-7(del)-271(eXtr)8(eme)]TJ 0.996 0 0 1 53.798 504.649 Tm [(De)-7(ep)-252(Factorization)-253(Machine)-252(\(xDe)-7(epFM\).)-252(Thus)-253(xDe)-7(epFM)-252(can)-252(auto-)]TJ 0.987 0 0 1 53.798 493.69 Tm [(matically)-252(learn)-253(high-or)8(der)-252(featur)8(e)-252(interactions)-253(in)-252(b)-10(oth)-253(e)7(xplicit)-252(and)]TJ 0.98 0 0 1 53.798 482.731 Tm [(implicit)-246(fashions,)-246(which)-246(is)-247(of)-246(gr)9(eat)-247(signi\033cance)-246(to)-246(r)8(e)-7(ducing)-246(manual)]TJ T* [(featur)8(e)-243(engine)-7(ering)-242(w)8(ork.)-243(W)82(e)-243(conduct)-243(compr)9(ehensiv)8(e)-243(e)7(xp)-7(eriments)]TJ 1.003 0 0 1 53.798 460.813 Tm [(and)-249(the)-249(r)8(esults)-249(demonstrate)-249(that)-249(our)-249(xDe)-7(epFM)-249(outp)-7(erforms)-250(st)1(ate-)]TJ 1 0 0 1 53.798 449.854 Tm [(of-the-art)-250(mo)-7(dels)-250(consistently)-250(on)-250(thr)8(e)-7(e)-250(r)8(eal-w)8(orld)-250(datasets.)]TJ 1.02 0 0 1 63.761 438.896 Tm [(Ther)8(e)-318(ar)8(e)-318(tw)8(o)-318(dir)8(e)-7(ctions)-318(for)-318(futur)8(e)-318(w)8(ork.)-318(First,)-318(curr)8(ently)-318(w)8(e)]TJ -9.768 -10.959 Td [(simply)-321(emplo)7(y)-321(a)-320(sum)-321(p)-7(o)-7(oling)-321(for)-321(emb)-9(e)-7(dding)-321(multivalent)-321(\033elds.)]TJ -0.422 -10.959 Td [(W)78(e)-267(can)-267(e)7(xplor)8(e)-267(the)-267(usage)-267(of)-267(the)-267(DIN)-267(me)-7(chanism)-267([)]TJ 1 0 0 1 242.061 416.978 Tm (47)Tj 1.02 0 0 1 250.4 416.978 Tm [(])-267(to)-267(captur)8(e)]TJ 1.012 0 0 1 53.798 406.019 Tm [(the)-248(r)8(elate)-7(d)-247(activation)-247(accor)7(ding)-247(to)-248(the)-247(candidate)-248(item.)-247(Se)-7(cond,)-247(as)]TJ 1.008 0 0 1 53.798 395.06 Tm [(discusse)-7(d)-247(in)-248(se)-7(ction)-247(3.2.2,)-248(the)-247(time)-248(comple)7(xity)-247(of)-248(the)-247(CIN)-248(mo)-6(dule)]TJ 1.02 0 0 1 53.798 384.101 Tm [(is)-289(high.)-290(W)79(e)-290(ar)8(e)-289(inter)8(este)-7(d)-289(in)-289(de)6(v)8(eloping)-289(a)-289(distribute)-7(d)-289(v)7(ersion)-289(of)]TJ 1 0 0 1 53.583 373.142 Tm [(xDe)-7(epFM)-250(which)-250(can)-250(b)-10(e)-250(traine)-7(d)-250(e\034ciently)-250(on)-250(a)-250(GP)-49(U)-250(cluster)59(.)]TJ /T1_3 10.909 Tf 0.215 -26.579 Td [(A)34(CKNO)-37(WLEDGEMEN)-37(TS)]TJ /T1_1 8.966 Tf 1.02 0 0 1 53.529 332.865 Tm [(The)-353(authors)-354(w)8(ould)-354(like)-353(to)-353(thank)-354(the)-353(anonymous)-354(r)8(e)7(vie)7(w)8(ers)-354(for)]TJ 0.264 -10.959 Td [(their)-322(insightful)-321(r)8(e)6(vie)7(ws,)-321(which)-322(ar)8(e)-322(v)8(er)-15(y)-321(helpful)-322(on)-322(the)-321(r)7(e)7(vision)]TJ 1.008 0 0 1 53.798 310.947 Tm [(of)-248(this)-247(pap)-7(er)58(.)-247(This)-248(w)8(ork)-248(is)-248(supp)-7(orte)-6(d)-248(in)-248(part)-248(by)-247(Y)70(outh)-247(Inno)6(va)1(t)-1(i)1(on)]TJ 1 0 0 1 53.798 299.988 Tm [(Pr)8(omotion)-250(A)12(sso)-7(ciation)-250(of)-250(CAS.)]TJ /T1_3 10.909 Tf 0 -26.579 TD (REFERENCES)Tj /T1_1 6.974 Tf 3.243 -10.71 Td ([1])Tj 0.98 0 0 1 69.234 262.699 Tm [(Dario)-186(Amo)-8(dei,)-186(Sundaram)-186(Ananthanarayanan,)-187(Rishita)-186(Anubhai,)-187(Jingliang)-186(Bai,)-186(Eric)]TJ 1.01 0 0 1 69.234 254.729 Tm [(Battenb)-10(erg,)-248(Carl)-248(Case)10(,)-248(Jar)8(e)-7(d)-248(Casp)-7(er)58(,)-248(Br)-15(yan)-248(Catanzar)8(o)10(,)-248(Qiang)-248(Cheng,)-248(Guoliang)]TJ 0.999 0 0 1 69.234 246.759 Tm [(Chen,)-251(et)-251(al)]TJ 1 0 0 1 99.745 246.759 Tm (.)Tj 0.999 0 0 1 103.03 246.759 Tm [(2016.)-364(De)-7(ep)-251(sp)-7(e)-7(e)-7(ch)-251(2:)-252(End-to-end)-251(sp)-7(e)-7(e)-7(ch)-251(r)8(e)-7(cognition)-251(in)-252(english)-251(and)]TJ 1 0 0 1 69.234 238.789 Tm [(mandarin.)-250(In)]TJ /T1_2 6.974 Tf 38.328 0 Td [(International)-250(Confer)8(ence)-250(on)-250(Machine)-250(Learning)]TJ /T1_1 6.974 Tf [(.)-250(173\025182.)]TJ -50.521 -7.97 Td ([2])Tj 1.02 0 0 1 69.234 230.819 Tm [(Mathieu)-251(Blondel,)-250(Akinori)-251(Fujino)10(,)-251(Naonori)-251(Ue)-7(da,)-250(and)-251(Masakazu)-251(Ishihata.)-250(2016.)]TJ 0.991 0 0 1 69.234 222.849 Tm [(Higher-or)8(der)-254(factorization)-253(machines.)-254(In)]TJ /T1_2 6.974 Tf 115.051 0 Td [(A)12(dvances)-254(in)-253(Neural)-254(Information)-254(Pr)9(o)-7(ce)-1(ss-)]TJ 1 0 0 1 69.234 214.878 Tm [(ing)-250(Systems)]TJ /T1_1 6.974 Tf [(.)-250(3351\0253359.)]TJ -12.193 -7.97 Td ([3])Tj 1.013 0 0 1 69.234 206.908 Tm [(Jingyuan)-247(Chen,)-247(Hanwang)-248(Zhang,)-247(Xiangnan)-247(He)10(,)-247(Liqiang)-247(Nie)10(,)-248(W)79(ei)-247(Liu,)-247(and)-247(T)48(at-)]TJ 0.99 0 0 1 69.234 198.938 Tm [(Seng)-253(Chua.)-252(2017.)-364(Attentiv)8(e)-252(collab)-10(orativ)8(e)-253(\033ltering:)-252(Multime)-8(dia)-252(r)8(e)-7(commendation)]TJ 0.98 0 0 1 68.976 190.968 Tm [(with)-255(item-and)-255(comp)-7(onent-le)7(v)9(el)-255(attention.)-255(In)]TJ /T1_2 6.974 Tf 128.484 0 Td [(Pr)8(o)-7(ce)-7(e)-7(dings)-255(of)-255(the)-255(40th)-254(International)]TJ -128.22 -7.97 Td [(A)35(CM)-192(SIGIR)-192(confer)8(ence)-192(on)-192(Resear)8(ch)-192(and)-192(De)7(v)8(elopment)-192(in)-192(Information)-192(Retrie)7(val)]TJ /T1_1 6.974 Tf [(.)-192(A)35(CM,)]TJ 1 0 0 1 69.234 175.028 Tm (335\025344.)Tj -12.193 -7.97 Td ([4])Tj 1.014 0 0 1 69.234 167.058 Tm [(Tianqi)-246(Chen,)-245(W)79(einan)-246(Zhang,)-245(Qiuxia)-246(Lu,)-245(K)14(ailong)-245(Chen,)-246(Zhao)-245(Zheng,)-246(and)-245(Y)70(ong)]TJ 0.989 0 0 1 69.032 159.088 Tm [(Y)39(u.)-253(2012.)-368(SVDFeatur)8(e:)-254(a)-254(to)-7(olkit)-254(for)-254(featur)8(e-base)-7(d)-254(collab)-10(orativ)8(e)-253(\033ltering.)]TJ /T1_2 6.974 Tf 206.531 0 Td (Journal)Tj 1 0 0 1 69.234 151.118 Tm [(of)-250(Machine)-250(Learning)-250(Resear)8(ch)]TJ /T1_1 6.974 Tf 84.861 0 Td [(13,)-250(De)-7(c)-250(\(2012\),)-250(3619\0253622.)]TJ -97.054 -7.971 Td ([5])Tj 1.003 0 0 1 69.234 143.147 Tm [(Heng-)49(T)20(ze)-251(Cheng,)-250(Le)7(v)8(ent)-250(K)20(o)-7(c,)-251(Jer)8(emiah)-250(Harmsen,)-250(T)48(al)-250(Shake)-7(d,)-250(T)39(ushar)-251(Chandra,)]TJ 1.02 0 0 1 69.234 135.177 Tm [(Hrishi)-272(Aradhy)8(e)9(,)-272(Glen)-272(Anderson,)-272(Gr)8(eg)-273(Corrado)10(,)-272(W)78(ei)-272(Chai,)-272(Mustafa)-272(Ispir)58(,)-272(et)-273(al)]TJ 1 0 0 1 293.585 135.177 Tm (.)Tj -224.351 -7.97 Td [(2016.)-362(Wide)-250(&)-250(de)-7(ep)-251(learning)-250(for)-251(r)8(e)-7(commender)-250(systems.)-251(In)]TJ /T1_2 6.974 Tf 165.789 0 Td [(Pr)8(o)-7(ce)-7(e)-7(dings)-250(of)-251(the)-250(1st)]TJ -165.789 -7.97 Td [(W)70(orkshop)-250(on)-250(De)-7(ep)-250(Learning)-250(for)-250(Re)-7(commender)-250(Systems)]TJ /T1_1 6.974 Tf [(.)-250(A)34(CM,)-250(7\02510.)]TJ -12.193 -7.97 Td ([6])Tj 1.02 0 0 1 69.234 111.267 Tm [(K)53(yunghyun)-262(Cho)10(,)-262(Bart)-262(V)59(an)-262(Merri\353nb)-10(o)-7(er)58(,)-262(Caglar)-262(Gulcehr)8(e)9(,)-262(Dzmitr)-14(y)-262(Bahdanau,)]TJ 0 -7.97 TD [(Fethi)-292(Bougar)7(es,)-292(Holger)-292(Schw)8(enk,)-293(and)-292(Y)70(oshua)-293(Bengio)10(.)-292(2014.)-525(Learning)-292(phrase)]TJ 1.003 0 0 1 69.234 95.327 Tm [(r)8(epr)8(esentations)-251(using)-251(RNN)-251(enco)-7(der-de)-7(co)-7(der)-251(for)-251(statistical)-251(mach)-1(ine)-251(translation.)]TJ /T1_2 6.974 Tf 1 0 0 1 69.234 87.357 Tm [(arXiv)-250(pr)8(eprint)-250(arXiv:1406.1078)]TJ /T1_1 6.974 Tf 86.474 0 Td (\(2014\).)Tj 165.49 610.994 Td ([7])Tj 0.996 0 0 1 333.391 698.351 Tm [(Xin)-250(Dong,)-250(Lei)-250(Y)39(u,)-250(Zhonghuo)-249(W)24(u,)-250(Y)39(uxia)-250(Sun,)-250(Lingfeng)-250(Y)39(uan,)-250(and)-250(Fang)-10(xi)-250(Zhang.)]TJ 1.018 0 0 1 333.391 690.381 Tm [(2017.)-356(A)-246(Hybrid)-246(Collab)-10(orativ)8(e)-246(Filtering)-247(Mo)-7(del)-246(with)-246(De)-7(ep)-246(Structur)8(e)-246(for)-247(Re)-6(com-)]TJ 1 0 0 1 333.391 682.411 Tm [(mender)-250(Systems.)-250(In)]TJ /T1_2 6.974 Tf 57.506 0 Td (AAAI)Tj /T1_1 6.974 Tf [(.)-250(1309\0251315.)]TJ -69.699 -7.97 Td ([8])Tj 1.007 0 0 1 333.391 674.441 Tm [(Ali)-247(Mamdouh)-247(Elkahky)58(,)-247(Y)60(ang)-247(Song,)-247(and)-248(Xiao)-7(dong)-247(He)10(.)-247(2015.)-355(A)-247(multi-vie)7(w)-247(de)-7(ep)]TJ 0.98 0 0 1 333.391 666.471 Tm [(learning)-179(appr)9(oach)-179(for)-179(cr)9(oss)-179(domain)-178(user)-179(mo)-7(deling)-179(in)-178(r)8(e)-7(commendation)-179(systems.)-178(In)]TJ /T1_2 6.974 Tf T* [(Pr)8(o)-7(ce)-7(e)-7(dings)-235(of)-236(the)-235(24th)-235(International)-235(Confer)8(ence)-235(on)-235(W)72(orld)-236(Wide)-235(W)72(eb)]TJ /T1_1 6.974 Tf [(.)-235(International)]TJ 1 0 0 1 333.057 650.53 Tm [(W)80(orld)-250(Wide)-250(W)80(eb)-250(Confer)8(ences)-250(Ste)-7(ering)-250(Committe)-7(e)10(,)-250(278\025288.)]TJ -11.859 -7.97 Td ([9])Tj 1.012 0 0 1 333.391 642.56 Tm [(Huifeng)-247(Guo)10(,)-248(Ruiming)-247(T)49(ang,)-247(Y)38(unming)-247(Y)70(e)10(,)-247(Zhenguo)-247(Li,)-248(and)-247(Xiuqiang)-247(He)10(.)-247(2017.)]TJ 0.98 0 0 1 333.391 634.59 Tm [(De)-7(epfm:)-192(A)-192(factorization-machine)-191(base)-8(d)-191(neural)-192(netw)8(ork)-191(for)-192(CTR)-192(pr)8(e)-7(diction.)]TJ /T1_2 6.974 Tf 213.923 0 Td (arXiv)Tj 1 0 0 1 333.391 626.62 Tm [(pr)8(eprint)-250(arXiv:1703.04247)]TJ /T1_1 6.974 Tf 72.783 0 Td (\(2017\).)Tj -88.219 -7.97 Td ([10])Tj 1.01 0 0 1 333.391 618.65 Tm [(K)15(aiming)-248(He)10(,)-247(Xiangyu)-248(Zhang,)-247(Shao)-7(qing)-248(Ren,)-247(and)-248(Jian)-247(Sun.)-247(2016.)-357(De)-7(ep)-247(r)8(esidual)]TJ 0.981 0 0 1 333.391 610.68 Tm [(learning)-255(for)-256(image)-255(r)8(e)-7(cognition.)-255(In)]TJ /T1_2 6.974 Tf 98.172 0 Td [(Pr)8(o)-7(ce)-7(e)-7(dings)-255(of)-256(the)-255(IEEE)-255(confer)8(ence)-255(on)-256(computer)]TJ 1 0 0 1 333.391 602.71 Tm [(vision)-250(and)-250(pattern)-250(r)8(e)-7(cognition)]TJ /T1_1 6.974 Tf [(.)-250(770\025778.)]TJ -15.436 -7.97 Td ([11])Tj 1.02 0 0 1 333.391 594.74 Tm [(Ruining)-336(He)-336(and)-336(Julian)-336(McA)34(ule)7(y)58(.)-336(2016.)-684(VBPR:)-336(Visual)-335(Bay)7(esian)-335(Personalize)-7(d)]TJ 1 0 0 1 333.391 586.77 Tm [(Ranking)-250(fr)8(om)-250(Implicit)-250(Fe)-7(e)-7(dback.)-250(In)]TJ /T1_2 6.974 Tf 102.048 0 Td (AAAI)Tj /T1_1 6.974 Tf [(.)-250(144\025150.)]TJ -117.484 -7.971 Td ([12])Tj 0.98 0 0 1 333.391 578.799 Tm [(Xiangnan)-247(He)-246(and)-247(T)50(at-Seng)-247(Chua.)-246(2017.)-352(Neural)-246(factorization)-247(machines)-247(for)-246(sparse)]TJ T* [(pr)8(e)-7(dictiv)8(e)-223(analytics.)-223(In)]TJ /T1_2 6.974 Tf 65.781 0 Td [(Pr)8(o)-7(ce)-7(e)-7(dings)-223(of)-223(the)-223(40th)-223(International)-223(A)35(CM)-223(SIGIR)-223(confer)8(ence)]TJ 1 0 0 1 333.391 562.859 Tm [(on)-250(Resear)8(ch)-250(and)-250(De)7(v)8(elopment)-250(in)-250(Information)-250(Retrie)7(val)]TJ /T1_1 6.974 Tf [(.)-250(A)34(CM,)-250(355\025364.)]TJ -15.436 -7.97 Td ([13])Tj 1.02 0 0 1 333.391 554.889 Tm [(Xiangnan)-294(He)9(,)-294(Lizi)-295(Liao)10(,)-294(Hanwang)-295(Zhang,)-294(Liqiang)-294(Nie)9(,)-294(Xia)-295(Hu,)-294(and)-294(T)48(at-Seng)]TJ 0.98 0 0 1 333.391 546.919 Tm [(Chua.)-245(2017.)-349(Neural)-246(collab)-10(orativ)8(e)-245(\033ltering.)-245(In)]TJ /T1_2 6.974 Tf 128.487 0 Td [(Pr)8(o)-7(ce)-7(e)-7(dings)-246(of)-245(the)-245(26th)-245(International)]TJ 1.02 0 0 1 333.391 538.949 Tm [(Confer)8(ence)-330(on)-330(W)68(orld)-330(Wide)-330(W)69(eb)]TJ /T1_1 6.974 Tf [(.)-330(International)-330(W)78(orld)-330(Wide)-330(W)78(eb)-330(Confer)8(ences)]TJ 1 0 0 1 333.391 530.979 Tm [(Ste)-7(ering)-250(Committe)-7(e)10(,)-250(173\025182.)]TJ -15.436 -7.97 Td ([14])Tj 0.98 0 0 1 333.391 523.009 Tm [(Xinran)-202(He)10(,)-202(Junfeng)-202(Pan,)-202(Ou)-202(Jin,)-203(Tianbing)-202(Xu,)-202(Bo)-202(Liu,)-202(T)50(ao)-202(Xu,)-202(Y)61(anxin)-202(Shi,)-202(Antoine)]TJ -0.249 -7.97 Td [(Atallah,)-187(Ralf)-187(Herbrich,)-187(Stuart)-187(Bo)7(w)8(ers,)-187(et)-187(al)]TJ 1 0 0 1 449.575 515.039 Tm (.)Tj 0.98 0 0 1 452.388 515.039 Tm [(2014.)-242(Practical)-187(lessons)-187(fr)8(om)-187(pr)8(e)-7(dicting)]TJ 0.991 0 0 1 333.391 507.068 Tm [(clicks)-253(on)-252(ads)-253(at)-253(faceb)-10(o)-7(ok.)-253(In)]TJ /T1_2 6.974 Tf 81.68 0 Td [(Pr)8(o)-7(ce)-7(e)-7(dings)-253(of)-253(the)-252(Eighth)-253(International)-253(W)71(orkshop)-253(on)]TJ 1 0 0 1 333.391 499.098 Tm [(Data)-250(Mining)-250(for)-250(Online)-250(A)12(dv)8(ertising)]TJ /T1_1 6.974 Tf [(.)-250(A)34(CM,)-250(1\0259.)]TJ -15.436 -7.97 Td ([15])Tj 1.018 0 0 1 333.391 491.128 Tm [(Ge)-7(o\035r)8(e)7(y)-245(Hinton,)-244(Li)-245(Deng,)-245(Dong)-244(Y)38(u,)-244(Ge)-7(orge)-245(E)-245(Dahl,)-244(Ab)-10(del-rahman)-245(Mohame)-6(d,)]TJ 1.02 0 0 1 333.391 483.158 Tm [(Nav)8(de)-7(ep)-312(Jaitly)57(,)-312(Andr)8(e)7(w)-313(Senior)58(,)-312(Vincent)-312(V)58(anhoucke)10(,)-312(Patrick)-313(Nguy)8(en,)-312(T)48(ara)-312(N)]TJ T* [(Sainath,)-336(et)-335(al)]TJ 1 0 0 1 372.096 475.188 Tm (.)Tj 1.02 0 0 1 376.018 475.188 Tm [(2012.)-682(De)-7(ep)-336(neural)-335(netw)8(orks)-336(for)-336(acoustic)-335(mo)-7(deling)-336(in)-335(sp)-7(e)-7(e)-7(ch)]TJ -41.791 -7.97 Td [(r)8(e)-7(cognition:)-251(The)-252(shar)8(e)-7(d)-251(vie)7(ws)-252(of)-251(four)-251(r)8(esear)7(ch)-251(gr)8(oups.)]TJ /T1_2 6.974 Tf 158.289 0 Td [(IEEE)-251(Signal)-252(Pr)8(o)-7(cessing)]TJ 1 0 0 1 333.391 459.248 Tm (Magazine)Tj /T1_1 6.974 Tf 28.994 0 Td [(29,)-250(6)-250(\(2012\),)-250(82\02597.)]TJ -44.43 -7.97 Td ([16])Tj 1.02 0 0 1 333.391 451.278 Tm [(Die)-7(derik)-263(P)-262(Kingma)-263(and)-263(Jimmy)-262(Ba.)-263(2014.)-417(A)12(dam:)-263(A)-262(metho)-7(d)-263(for)-263(sto)-6(chastic)-263(opti-)]TJ 1 0 0 1 333.391 443.308 Tm (mization.)Tj /T1_2 6.974 Tf 28.976 0 Td [(arXiv)-250(pr)8(eprint)-250(arXiv:1412.6980)]TJ /T1_1 6.974 Tf 86.5 0 Td (\(2014\).)Tj -130.912 -7.971 Td ([17])Tj 1.02 0 0 1 333.391 435.337 Tm [(Y)70(ehuda)-359(K)20(or)8(en.)-359(2008.)-765(Factorization)-359(me)-7(ets)-358(the)-359(neighb)-10(orho)-6(o)-7(d:)-359(a)-359(multifacete)-6(d)]TJ 0.98 0 0 1 333.391 427.367 Tm [(collab)-10(orativ)8(e)-186(\033ltering)-187(mo)-7(del.)-186(In)]TJ /T1_2 6.974 Tf 89.755 0 Td [(Pr)8(o)-7(ce)-7(e)-7(dings)-187(of)-186(the)-186(14th)-186(A)34(CM)-186(SIGKDD)-186(international)]TJ 1 0 0 1 333.391 419.397 Tm 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Research Track Paper
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Research Track Paper
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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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[(sp)-7(end)-190(a)-190(lot)-190(of)-190(w)8(ork)-190(on)-190(engine)-7(ering)-191(cr)9(oss)-190(featur)8(es)-190(in)-190(or)8(der)-190(to)-190(achie)7(v)8(e)]TJ 0 -10.959 TD [(b)-10(etter)-234(p)-8(erformance)-234([)]TJ 1 0 0 1 127.792 326.227 Tm (22)Tj 0.98 0 0 1 136.131 326.227 Tm (,)Tj 1 0 0 1 140.122 326.227 Tm (35)Tj 0.98 0 0 1 148.461 326.227 Tm [(].)-234(Considering)-235(that)-234(some)-234(hidden)-234(featur)8(es)]TJ 1.02 0 0 1 53.798 315.268 Tm [(ar)8(e)-320(har)8(d)-321(to)-320(design)-320(manually)58(,)-320(some)-320(r)7(esear)8(chers)-320(e)7(xploit)-320(b)-10(o)-7(osting)]TJ 1 0 0 1 53.798 304.31 Tm [(de)-7(cision)-250(tr)8(e)-7(es)-250(to)-250(help)-250(build)-250(featur)8(e)-250(transformations)-250([14,)-250(25].)]TJ /T1_2 8.966 Tf 0.982 0 0 1 63.761 261.981 Tm [(5.1.2)-1018(Factorization)-254(Mo)-8(dels.)]TJ /T1_3 8.966 Tf 105.316 0 Td [(A)-254(major)-254(do)7(wnside)-254(of)-254(the)-254(afor)8(emen-)]TJ 1.02 0 0 1 53.798 251.022 Tm [(tione)-7(d)-311(mo)-7(dels)-311(is)-312(that)-311(the)7(y)-311(can)-312(not)-311(generalize)-311(to)-311(unse)-7(en)-312(featur)8(e)]TJ 1.013 0 0 1 53.798 240.063 Tm [(interactions)-246(in)-247(the)-246(training)-246(set.)-247(Factorization)-246(Machines)-247([)]TJ 1 0 0 1 262.284 240.063 Tm (32)Tj 1.013 0 0 1 270.622 240.063 Tm [(])-246(o)7(v)7(er-)]TJ 0.98 0 0 1 53.798 229.104 Tm [(come)-193(this)-193(pr)8(oblem)-193(via)-192(emb)-11(e)-7(dding)-193(each)-193(featur)9(e)-193(into)-193(a)-193(lo)7(w)-193(dimension)]TJ 0.993 0 0 1 53.798 218.146 Tm [(latent)-252(v)8(e)-7(ctor)60(.)-252(Matrix)-252(factorization)-252(\(MF\))-252([)]TJ 1 0 0 1 200.867 218.146 Tm (18)Tj 0.993 0 0 1 209.206 218.146 Tm [(],)-252(which)-252(only)-252(considers)]TJ 1.02 0 0 1 53.798 207.187 Tm [(IDs)-280(as)-280(featur)8(es,)-280(can)-280(b)-10(e)-279(r)7(egar)8(de)-7(d)-280(as)-279(a)-280(sp)-7(e)-7(cial)-280(kind)-280(of)-280(FM.)-280(Re)-6(com-)]TJ 0.994 0 0 1 53.798 196.228 Tm [(mendations)-252(ar)8(e)-252(made)-252(via)-252(the)-252(pr)8(o)-7(duct)-252(of)-252(tw)8(o)-252(latent)-252(v)8(e)-7(ctors,)-252(thus)-252(it)]TJ 1.02 0 0 1 53.798 185.269 Tm [(do)-7(es)-266(not)-265(r)8(e)-7(quir)8(e)-266(the)-266(co-o)-7(ccurr)8(ence)-265(of)-266(user)-266(and)-265(item)-266(in)-266(the)-265(train-)]TJ 0.988 0 0 1 53.798 174.31 Tm [(ing)-252(set.)-253(MF)-252(is)-252(the)-252(most)-253(p)-7(opular)-252(mo)-7(del-base)-7(d)-252(collab)-10(orativ)8(e)-253(\033ltering)]TJ 1.02 0 0 1 53.798 163.351 Tm [(metho)-7(d)-290(in)-289(the)-290(RS)-290(literatur)8(e)-289([)]TJ 1 0 0 1 162.48 163.351 Tm (17)Tj 1.02 0 0 1 170.818 163.351 Tm (,)Tj 1 0 0 1 175.48 163.351 Tm (20)Tj 1.02 0 0 1 183.819 163.351 Tm (,)Tj 1 0 0 1 188.48 163.351 Tm (30)Tj 1.02 0 0 1 196.819 163.351 Tm (,)Tj 1 0 0 1 201.48 163.351 Tm (38)Tj 1.02 0 0 1 209.819 163.351 Tm [(].)-290([)]TJ 1 0 0 1 220.994 163.351 Tm (4)Tj 1.02 0 0 1 225.164 163.351 Tm (,)Tj 1 0 0 1 229.825 163.351 Tm (28)Tj 1.02 0 0 1 238.164 163.351 Tm [(])-290(e)7(xtend)-289(MF)-290(to)]TJ -180.751 -10.959 Td [(le)7(v)8(eraging)-279(side)-279(information,)-279(in)-278(which)-279(b)-10(oth)-279(a)-279(linear)-278(mo)-7(del)-279(and)-279(a)]TJ 0.98 0 0 1 53.798 141.433 Tm [(MF)-241(mo)-7(del)-241(ar)8(e)-241(include)-7(d.)-241(On)-241(the)-241(other)-241(hand,)-241(for)-240(many)-241(r)8(e)-7(commender)]TJ 1.02 0 0 1 53.798 130.474 Tm [(systems,)-254(only)-254(implicit)-254(fe)-7(e)-7(dback)-254(datasets)-254(such)-254(as)-254(users')-254(watching)]TJ 1.001 0 0 1 53.798 119.515 Tm [(histor)-15(y)-249(and)-248(br)8(o)7(wsing)-249(activities)-249(ar)8(e)-248(available)10(.)-249(Thus)-249(r)8(esear)8(chers)-248(e)7(x-)]TJ 1.003 0 0 1 53.798 108.556 Tm [(tend)-250(the)-251(factorization)-250(mo)-7(dels)-251(to)-250(a)-250(Bay)8(esian)-251(Personalize)-7(d)-250(Ranking)]TJ 1 0 0 1 53.529 97.598 Tm [(\(BPR\))-250(frame)7(w)8(ork)-250([11,)-250(33,)-250(34,)-250(44])-250(for)-250(implicit)-250(fe)-7(e)-7(dback.)]TJ /T1_1 10.909 Tf 264.426 334.731 Td [(5.2)-1000(Re)-7(commender)-250(Systems)-250(with)-250(De)-7(ep)-250(Learning)]TJ /T1_3 8.966 Tf 0.982 0 0 1 317.955 418.631 Tm [(De)-7(ep)-256(learning)-256(te)-7(chniques)-256(hav)8(e)-256(achie)8(v)8(e)-7(d)-256(gr)8(eat)-256(success)-256(in)-256(computer)]TJ 0.983 0 0 1 317.731 407.672 Tm [(vision)-255([)]TJ 1 0 0 1 344.927 407.672 Tm (10)Tj 0.983 0 0 1 353.265 407.672 Tm (,)Tj 1 0 0 1 357.448 407.672 Tm (19)Tj 0.983 0 0 1 365.787 407.672 Tm [(],)-254(sp)-8(e)-7(e)-7(ch)-254(r)8(e)-7(cognition)-255([)]TJ 1 0 0 1 446.716 407.672 Tm (1)Tj 0.983 0 0 1 450.885 407.672 Tm (,)Tj 1 0 0 1 455.067 407.672 Tm (15)Tj 0.983 0 0 1 463.406 407.672 Tm [(])-255(and)-254(natural)-255(language)-254(un-)]TJ 0.98 0 0 1 317.955 396.713 Tm [(derstanding)-200([)]TJ 1 0 0 1 365.45 396.713 Tm (6)Tj 0.98 0 0 1 369.619 396.713 Tm (,)Tj 1 0 0 1 373.311 396.713 Tm (29)Tj 0.98 0 0 1 381.649 396.713 Tm [(].)-200(A)12(s)-200(a)-200(r)8(esult,)-200(an)-200(incr)8(easing)-200(numb)-11(er)-200(of)-200(r)8(esear)9(chers)]TJ 1 0 0 1 317.955 385.754 Tm [(ar)8(e)-250(inter)8(este)-7(d)-250(in)-250(emplo)7(ying)-250(DNNs)-250(for)-250(r)8(e)-7(commender)-250(systems.)]TJ /T1_2 8.966 Tf 0.985 0 0 1 327.918 362.848 Tm [(5.2.1)-1015(De)-7(ep)-255(Learning)-255(for)-254(High-Or)8(der)-255(Interactions.)]TJ /T1_3 8.966 Tf 182.425 0 Td [(T)64(o)-255(av)8(oid)-254(man-)]TJ 0.98 0 0 1 317.955 351.889 Tm [(ually)-192(building)-193(up)-192(high-or)8(der)-193(cr)8(oss)-192(featur)8(es,)-192(r)8(esear)8(chers)-192(apply)-193(DNNs)]TJ 1.02 0 0 1 317.955 340.93 Tm [(on)-271(\033eld)-271(emb)-10(e)-7(dding,)-271(thus)-271(patterns)-271(fr)8(om)-271(categorical)-271(featur)8(e)-271(inter-)]TJ T* [(actions)-325(can)-326(b)-9(e)-326(learne)-7(d)-325(automatically)58(.)-326(Repr)8(esentativ)8(e)-325(mo)-7(dels)-325(in-)]TJ T* [(clude)-268(FNN)-267([)]TJ 1 0 0 1 363.228 319.012 Tm (46)Tj 1.02 0 0 1 371.566 319.012 Tm [(],)-268(PNN)-267([)]TJ 1 0 0 1 402.718 319.012 Tm (31)Tj 1.02 0 0 1 411.057 319.012 Tm [(],)-268(De)-6(epCr)7(oss)-267([)]TJ 1 0 0 1 464.854 319.012 Tm (37)Tj 1.02 0 0 1 473.192 319.012 Tm [(],)-268(NFM)-267([)]TJ 1 0 0 1 505.112 319.012 Tm (12)Tj 1.02 0 0 1 513.451 319.012 Tm [(],)-268(DCN)-267([)]TJ 1 0 0 1 545.581 319.012 Tm (40)Tj 1.02 0 0 1 553.92 319.012 Tm (],)Tj 0.992 0 0 1 317.525 308.053 Tm [(Wide&De)-7(ep)-253([)]TJ 1 0 0 1 367.424 308.053 Tm (5)Tj 0.992 0 0 1 371.594 308.053 Tm [(],)-253(and)-253(De)-7(epFM)-253([)]TJ 1 0 0 1 430.664 308.053 Tm (9)Tj 0.992 0 0 1 434.833 308.053 Tm [(].)-253(These)-253(mo)-7(dels)-253(ar)8(e)-253(highly)-253(r)8(elate)-7(d)]TJ 1.02 0 0 1 317.955 297.094 Tm [(to)-268(our)-267(pr)8(op)-7(ose)-7(d)-267(xDe)-7(epFM.)-268(Since)-267(w)8(e)-268(hav)8(e)-268(r)8(e)7(vie)7(w)8(e)-7(d)-268(them)-267(in)-268(Se)-6(c-)]TJ T* [(tion)-281(1)-281(and)-281(Se)-7(ction)-281(2,)-281(w)8(e)-281(do)-281(not)-281(further)-281(discuss)-281(them)-281(in)-281(detail)-281(in)]TJ 0 -10.958 TD [(this)-255(se)-7(ction.)-256(W)79(e)-255(hav)7(e)-255(demonstrate)-7(d)-255(that)-255(our)-256(pr)8(op)-7(ose)-7(d)-255(xDe)-7(epFM)]TJ 0 -10.959 TD [(has)-293(tw)8(o)-292(sp)-7(e)-7(cial)-292(pr)7(op)-6(erties)-293(in)-293(compa)1(rison)-293(with)-293(these)-292(mo)-7(dels:)-293(\(1\))]TJ -0.211 -10.959 Td [(xDe)-7(epFM)-301(learns)-301(high-or)8(der)-301(featur)8(e)-301(interactions)-301(in)-300(b)-10(oth)-301(e)7(xplicit)]TJ 0.211 -10.959 Td [(and)-253(implicit)-254(fashions;)-253(\(2\))-253(xDe)-7(epFM)-254(learns)-253(featur)8(e)-253(interactions)-254(at)]TJ 1 0 0 1 317.955 231.341 Tm [(the)-250(v)8(e)-7(ctor-wise)-250(le)7(v)8(el)-250(rather)-250(than)-250(at)-250(the)-250(bit-wise)-250(le)7(v)8(el.)]TJ /T1_2 8.966 Tf 0.993 0 0 1 327.918 208.435 Tm [(5.2.2)-1007(De)-7(ep)-253(Learning)-252(for)-253(Elab)-10(orate)-252(Repr)8(esentation)-253(Learning.)]TJ /T1_3 8.966 Tf 220.095 0 Td [(W)81(e)]TJ 1.002 0 0 1 317.955 197.476 Tm [(include)-249(some)-248(other)-249(de)-7(ep)-248(learning-base)-7(d)-249(RSs)-248(in)-249(this)-249(se)-7(ction)-248(due)-249(to)]TJ 1.02 0 0 1 317.955 186.517 Tm [(that)-259(the)7(y)-259(ar)8(e)-258(less)-259(fo)-7(cuse)-7(d)-259(on)-258(learning)-259(featur)8(e)-259(interactions.)-259(Some)]TJ T* [(early)-282(w)8(ork)-282(emplo)7(ys)-283(de)-6(ep)-282(learning)-283(mainly)-282(to)-282(mo)-7(del)-282(auxiliar)-14(y)-282(in-)]TJ T* [(formation,)-252(such)-252(as)-251(visual)-252(data)-252([)]TJ 1 0 0 1 434.847 164.599 Tm (11)Tj 1.02 0 0 1 443.185 164.599 Tm [(])-252(and)-252(audio)-251(data)-252([)]TJ 1 0 0 1 509.302 164.599 Tm (41)Tj 1.02 0 0 1 517.64 164.599 Tm [(].)-252(Re)-7(cently)58(,)]TJ 0.994 0 0 1 317.955 153.64 Tm [(de)-7(ep)-251(neural)-251(netw)8(orks)-251(ar)8(e)-251(use)-7(d)-251(to)-251(mo)-7(del)-251(the)-251(collab)-10(orativ)8(e)-251(\033ltering)]TJ 1.02 0 0 1 317.686 142.681 Tm [(\()10(CF\))-252(in)-251(RSs.)-251([)]TJ 1 0 0 1 366.362 142.681 Tm (13)Tj 1.02 0 0 1 374.701 142.681 Tm [(])-251(pr)8(op)-7(oses)-252(a)-251(Neural)-251(Collab)-10(orativ)8(e)-252(Filtering)-251(\(NCF\))]TJ 1.008 0 0 1 317.955 131.722 Tm [(so)-248(that)-247(the)-248(inner)-248(pr)8(o)-7(duct)-248(in)-247(MF)-248(can)-248(b)-10(e)-247(r)8(eplace)-7(d)-248(with)-248(an)-247(arbitrar)-15(y)]TJ 1.02 0 0 1 317.955 120.763 Tm [(function)-261(via)-260(a)-261(neural)-261(ar)8(chite)-7(ctur)8(e)10(.)-261([)]TJ 1 0 0 1 450.775 120.763 Tm (36)Tj 1.02 0 0 1 459.113 120.763 Tm (,)Tj 1 0 0 1 463.509 120.763 Tm (42)Tj 1.02 0 0 1 471.848 120.763 Tm [(])-261(mo)-6(del)-261(CF)-261(base)-260(on)-261(the)]TJ -150.875 -10.959 Td [(auto)-7(enco)-7(der)-277(paradigm,)-278(and)-278(the)7(y)-277(hav)7(e)-277(empirically)-278(demonstrate)-7(d)]TJ 1 0 0 1 317.955 98.845 Tm [(that)-251(auto)-7(enco)-7(der-base)-7(d)-252(CF)-251(outp)-7(erforms)-252(se)7(v)8(eral)-251(classical)-252(MF)-251(mo)-7(d-)]TJ 1.02 0 0 1 317.955 87.887 Tm [(els.)-292(A)33(uto)-7(enco)-7(ders)-292(can)-292(b)-10(e)-292(further)-292(emplo)7(y)7(e)-6(d)-293(for)-292(jointly)-292(mo)-7(deling)]TJ ET /QITE_maskingtape BMC 1 g 36.9 721.8 537.31 27.9 re f EMC /Artifact <>BDC q 1 0 0 1 54 755.4614258 cm 0 g /GS0 gs /Fm6 Do Q EMC /Artifact <>BDC q 1 0 0 1 349.5759888 755.4614258 cm 0 g /GS0 gs /Fm7 Do Q EMC /Artifact <>BDC q 1 0 0 1 297.6325073 38.5740509 cm 0 g /GS0 gs /Fm8 Do Q EMC endstream endobj 802 0 obj <>>>/Resources 811 0 R/Subtype/Form>>stream 0 g 0 G 0 i 0 J []0 d 0 j 1 w 10 M 0 Tc 0 Tw 100 Tz 0 TL 0 Tr 0 Ts BT /LinuxBiolinum 9 Tf 0 g 0 -8.046 Td (Research ) Tj 35.679 0 Td (Track ) Tj 23.014 0 Td (Paper) Tj ET endstream endobj 803 0 obj 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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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139.5099945 659.9949951 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 192.645 663.611 Td [(Crite)-7(o)]TJ ET q 1 0 0 1 268.7610016 659.9949951 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 270.753006 659.9949951 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 318.329 663.611 Td (Dianping)Tj ET q 1 0 0 1 400.003006 659.9949951 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 401.9960022 659.9949951 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 446.774 663.611 Td [(Bing)-250(Ne)7(ws)]TJ ET q 1 0 0 1 76.2709961 659.7960052 cm 0.398 w 0 0 m 454.975 0 l S Q BT /T1_3 8.966 Tf 85.237 651.158 Td [(Mo)-7(del)-250(name)]TJ ET q 1 0 0 1 139.5099945 647.5420074 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 152.117 651.158 Td [(AUC)-2406(Logloss)]TJ ET q 1 0 0 1 228.223999 647.5420074 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 237.19 651.158 Td (Depth)Tj ET q 1 0 0 1 268.7610016 647.5420074 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 270.753006 647.5420074 cm 0.398 w 0 0 m 0 12.055 l S Q BT 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280.926 638.705 Td [(0.8018)-2402(0.3608)]TJ ET q 1 0 0 1 359.4660034 635.0879974 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 375.718 638.705 Td (-,-)Tj ET q 1 0 0 1 400.003006 635.0879974 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 401.9960022 635.0879974 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 412.168 638.705 Td [(0.7988)-2402(0.2950)]TJ ET q 1 0 0 1 490.7089996 635.0879974 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 506.961 638.705 Td (-,-)Tj ET q 1 0 0 1 76.2709961 634.8890076 cm 0.398 w 0 0 m 454.975 0 l S Q BT /T1_3 8.966 Tf 101.955 626.251 Td (FM)Tj ET q 1 0 0 1 139.5099945 622.6349945 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 149.683 626.251 Td [(0.7900)-2402(0.4592)]TJ ET q 1 0 0 1 228.223999 622.6349945 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 244.475 626.251 Td (-,-)Tj ET q 1 0 0 1 268.7610016 622.6349945 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 270.753006 622.6349945 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 280.926 626.251 Td [(0.8165)-2402(0.3558)]TJ ET q 1 0 0 1 359.4660034 622.6349945 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 375.718 626.251 Td (-,-)Tj ET q 1 0 0 1 400.003006 622.6349945 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 401.9960022 622.6349945 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 412.168 626.251 Td [(0.8223)-2402(0.2779)]TJ ET q 1 0 0 1 490.7089996 622.6349945 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 506.961 626.251 Td (-,-)Tj ET q 1 0 0 1 76.2709961 622.4360046 cm 0.398 w 0 0 m 454.975 0 l S Q BT /T1_3 8.966 Tf 98.48 613.798 Td (DNN)Tj ET q 1 0 0 1 139.5099945 610.1820068 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 149.683 613.798 Td [(0.7993)-2402(0.4491)]TJ ET q 1 0 0 1 228.223999 610.1820068 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 243.906 613.798 Td (-,2)Tj ET q 1 0 0 1 268.7610016 610.1820068 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 270.753006 610.1820068 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 280.926 613.798 Td [(0.8318)-2402(0.3382)]TJ ET q 1 0 0 1 359.4660034 610.1820068 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 375.149 613.798 Td (-,3)Tj ET q 1 0 0 1 400.003006 610.1820068 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 401.9960022 610.1820068 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 412.168 613.798 Td [(0.8366)-2402(0.2730)]TJ ET q 1 0 0 1 490.7089996 610.1820068 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 506.391 613.798 Td (-,2)Tj ET q 1 0 0 1 76.2709961 609.9819946 cm 0.398 w 0 0 m 454.975 0 l S Q BT /T1_3 8.966 Tf 98.718 601.345 Td (DCN)Tj ET q 1 0 0 1 139.5099945 597.7279968 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 149.683 601.345 Td [(0.8026)-2402(0.4467)]TJ ET q 1 0 0 1 228.223999 597.7279968 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 243.337 601.345 Td (2,2)Tj ET q 1 0 0 1 268.7610016 597.7279968 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 270.753006 597.7279968 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 280.926 601.345 Td [(0.8391)-2402(0.3379)]TJ ET q 1 0 0 1 359.4660034 597.7279968 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 374.579 601.345 Td (4,3)Tj ET q 1 0 0 1 400.003006 597.7279968 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 401.9960022 597.7279968 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 412.168 601.345 Td [(0.8379)-2402(0.2677)]TJ ET q 1 0 0 1 490.7089996 597.7279968 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 505.822 601.345 Td (2,2)Tj ET q 1 0 0 1 76.2709961 597.529007 cm 0.398 w 0 0 m 454.975 0 l S Q BT /T1_3 8.966 Tf 85.47 588.891 Td [(Wide&De)-7(ep)]TJ ET q 1 0 0 1 139.5099945 585.2749939 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 149.683 588.891 Td [(0.8000)-2402(0.4490)]TJ ET q 1 0 0 1 228.223999 585.2749939 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 243.906 588.891 Td (-,3)Tj ET q 1 0 0 1 268.7610016 585.2749939 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 270.753006 585.2749939 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 280.926 588.891 Td [(0.8361)-2402(0.3364)]TJ ET q 1 0 0 1 359.4660034 585.2749939 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 375.149 588.891 Td (-,2)Tj ET q 1 0 0 1 400.003006 585.2749939 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 401.9960022 585.2749939 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 412.168 588.891 Td [(0.8377)-2402(0.2668)]TJ ET q 1 0 0 1 490.7089996 585.2749939 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 506.391 588.891 Td (-,2)Tj ET q 1 0 0 1 76.2709961 585.076004 cm 0.398 w 0 0 m 454.975 0 l S Q BT /T1_3 8.966 Tf 99.198 576.438 Td (PNN)Tj ET q 1 0 0 1 139.5099945 572.8220062 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 149.683 576.438 Td [(0.8038)-2402(0.4927)]TJ ET q 1 0 0 1 228.223999 572.8220062 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 243.906 576.438 Td (-,2)Tj ET q 1 0 0 1 268.7610016 572.8220062 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 270.753006 572.8220062 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 280.926 576.438 Td [(0.8445)-2402(0.3424)]TJ ET q 1 0 0 1 359.4660034 572.8220062 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 375.149 576.438 Td (-,3)Tj ET q 1 0 0 1 400.003006 572.8220062 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 401.9960022 572.8220062 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 412.168 576.438 Td [(0.8321)-2402(0.2775)]TJ ET q 1 0 0 1 490.7089996 572.8220062 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 506.391 576.438 Td (-,3)Tj ET q 1 0 0 1 76.2709961 572.621994 cm 0.398 w 0 0 m 454.975 0 l S Q BT /T1_3 8.966 Tf 92.446 563.985 Td [(De)-7(epFM)]TJ ET q 1 0 0 1 139.5099945 560.3679962 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 149.683 563.985 Td [(0.8025)-2402(0.4468)]TJ ET q 1 0 0 1 228.223999 560.3679962 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 243.906 563.985 Td (-,2)Tj ET q 1 0 0 1 268.7610016 560.3679962 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 270.753006 560.3679962 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 280.926 563.985 Td [(0.8481)-2402(0.3333)]TJ ET q 1 0 0 1 359.4660034 560.3679962 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 375.149 563.985 Td (-,2)Tj ET q 1 0 0 1 400.003006 560.3679962 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 401.9960022 560.3679962 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 412.168 563.985 Td [(0.8376)-2402(0.2671)]TJ ET q 1 0 0 1 490.7089996 560.3679962 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 506.391 563.985 Td (-,3)Tj ET q 1 0 0 1 76.2709961 560.1690063 cm 0.398 w 0 0 m 454.975 0 l S Q BT /T1_3 8.966 Tf 90.249 551.531 Td [(xDe)-7(epFM)]TJ ET q 1 0 0 1 139.5099945 547.9149933 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_1 8.966 Tf 148.477 551.531 Td [(0.8052)-2133(0.4418)]TJ ET q 1 0 0 1 228.223999 547.9149933 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 243.337 551.531 Td (3,2)Tj ET q 1 0 0 1 268.7610016 547.9149933 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 270.753006 547.9149933 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_1 8.966 Tf 279.72 551.531 Td [(0.8639)-2133(0.3156)]TJ ET q 1 0 0 1 359.4660034 547.9149933 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 374.579 551.531 Td (3,3)Tj ET q 1 0 0 1 400.003006 547.9149933 cm 0.398 w 0 0 m 0 12.055 l S Q q 1 0 0 1 401.9960022 547.9149933 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_1 8.966 Tf 410.962 551.531 Td [(0.8400)-2133(0.2649)]TJ ET q 1 0 0 1 490.7089996 547.9149933 cm 0.398 w 0 0 m 0 12.055 l S Q BT /T1_3 8.966 Tf 505.822 551.531 Td (3,2)Tj ET q 1 0 0 1 76.2709961 547.7160034 cm 0.398 w 0 0 m 454.975 0 l S Q q 1 0 0 1 76.2709961 545.7230072 cm 0.398 w 0 0 m 454.975 0 l S Q BT /T1_1 10.909 Tf 53.798 520.617 Td [(4.2)-1000(Performance)-250(Comparison)-250(among)]TJ 24.786 -12.951 Td [(Individual)-250(Neural)-250(Comp)-7(onents)-250(\()10(Q1\))]TJ /T1_3 8.966 Tf 1.02 0 0 1 53.368 493.967 Tm [(W)78(e)-270(want)-271(to)-271(kno)7(w)-270(ho)6(w)-270(CIN)-271(p)-7(erforms)-270(individually)57(.)-270(Note)-271(that)-271(FM)]TJ 0.997 0 0 1 53.798 483.008 Tm [(measur)8(es)-252(2-or)8(der)-252(featur)8(e)-252(interactions)-252(e)7(xplicitly)60(,)-252(DNN)-252(mo)-7(del)-252(high-)]TJ 0.996 0 0 1 53.798 472.049 Tm [(or)8(der)-251(featur)8(e)-250(interactions)-251(implicitly)59(,)-251(Cr)8(ossNet)-250(tries)-251(to)-251(mo)-7(del)-250(high-)]TJ 0.98 0 0 1 53.798 461.09 Tm [(or)8(der)-173(featur)8(e)-173(interactions)-173(with)-173(a)-173(small)-173(numb)-10(er)-173(of)-173(parameters)-173(\()17(which)]TJ 1.003 0 0 1 53.798 450.132 Tm [(is)-250(pr)8(o)7(v)8(en)-251(not)-250(e\035e)-7(ctiv)8(e)-251(in)-250(Se)-7(ction)-250(2.3\),)-251(and)-250(CIN)-251(mo)-7(dels)-250(high-or)8(der)]TJ 1.02 0 0 1 53.798 439.173 Tm [(featur)8(e)-247(interactions)-246(e)7(xplicitly)57(.)-246(Ther)8(e)-247(is)-246(no)-247(the)-7(or)8(etic)-246(guarante)-7(e)-247(of)]TJ 0.98 0 0 1 53.798 428.214 Tm [(the)-251(sup)-7(eriority)-251(of)-251(one)-251(individual)-251(mo)-7(del)-251(o)7(v)9(er)-251(the)-251(others,)-251(due)-251(to)-251(that)]TJ 0 -10.959 TD [(it)-215(r)8(eally)-214(dep)-7(ends)-215(on)-215(the)-215(dataset.)-215(For)-214(e)7(xample)10(,)-215(if)-215(the)-214(practical)-215(dataset)]TJ 1.02 0 0 1 53.798 406.296 Tm [(do)-7(es)-273(not)-273(r)8(e)-7(quir)8(e)-273(high-or)8(der)-273(featur)8(e)-273(interactions,)-272(FM)-273(may)-273(b)-10(e)-273(the)]TJ T* [(b)-10(est)-279(individual)-278(mo)-7(del.)-279(Thus)-279(w)8(e)-279(do)-279(not)-279(hav)8(e)-279(any)-279(e)7(xp)-7(e)-7(ctation)-278(for)]TJ 1 0 0 1 53.467 384.378 Tm [(which)-250(mo)-7(del)-250(will)-250(p)-7(erform)-250(the)-250(b)-10(est)-250(in)-250(this)-250(e)7(xp)-7(eriment.)]TJ 0.98 0 0 1 63.761 373.419 Tm [(T)50(able)-248(2)-247(sho)7(ws)-248(the)-247(r)8(esults)-248(of)-247(individual)-248(mo)-7(dels)-248(on)-247(the)-248(thr)8(e)-7(e)-248(prac-)]TJ 1.011 0 0 1 53.798 362.46 Tm [(tical)-246(datasets.)-246(Surprisingly)59(,)-246(our)-246(CIN)-246(outp)-7(erform)-246(the)-246(other)-246(mo)-7(dels)]TJ 1.02 0 0 1 53.798 351.501 Tm [(consistently)58(.)-291(On)-291(one)-290(hand,)-291(the)-290(r)8(esults)-291(indicate)-291(that)-290(for)-291(practical)]TJ 1.006 0 0 1 53.798 340.542 Tm [(datasets,)-249(higher-or)8(der)-249(interactions)-248(o)7(v)8(er)-249(sparse)-249(featur)8(es)-249(ar)8(e)-248(ne)-7(ces-)]TJ 0.993 0 0 1 53.798 329.584 Tm [(sar)-15(y)59(,)-252(and)-252(this)-252(can)-252(b)-10(e)-252(v)8(eri\033e)-7(d)-252(thr)8(ough)-252(the)-252(fact)-252(that)-252(DNN,)-252(Cr)8(ossNet)]TJ 0.996 0 0 1 53.798 318.625 Tm [(and)-251(CIN)-251(outp)-7(erform)-251(FM)-251(signi\033cantly)-250(on)-251(all)-251(the)-251(thr)8(e)-7(e)-251(datasets.)-251(On)]TJ 1.02 0 0 1 53.798 307.666 Tm [(the)-293(other)-293(hand,)-293(CIN)-293(is)-293(the)-293(b)-10(est)-293(individual)-293(mo)-7(del,)-293(which)-293(demon-)]TJ T* [(strates)-298(the)-298(e\035e)-7(ctiv)8(eness)-299(of)-298(CIN)-298(on)-298(mo)-7(deling)-298(e)7(xplicit)-298(high-or)8(der)]TJ T* [(featur)8(e)-247(interactions.)-247(Note)-247(th)1(at)-247(a)]TJ /T1_4 8.966 Tf 1 0 0 1 174.456 285.748 Tm (k)Tj /T1_3 8.966 Tf 1.02 0 0 1 179.486 285.748 Tm [(-lay)8(er)-247(CIN)-247(can)-247(mo)-6(del)]TJ /T1_4 8.966 Tf 1 0 0 1 261.065 285.748 Tm (k)Tj /T1_3 8.966 Tf 1.02 0 0 1 266.095 285.748 Tm [(-degr)8(e)-7(e)]TJ 0.983 0 0 1 53.798 274.789 Tm [(featur)8(e)-255(interactions.)-254(It)-255(is)-254(also)-255(inter)8(esting)-255(to)-254(se)-7(e)-255(that)-255(it)-254(take)-255(5)-255(lay)8(ers)]TJ 1 0 0 1 53.798 263.83 Tm [(for)-250(CIN)-250(to)-250(yield)-250(the)-250(b)-10(est)-250(r)8(esult)-250(ON)-250(the)-250(Bing)-250(Ne)7(ws)-250(dataset.)]TJ /T1_1 10.909 Tf 0 -22.399 TD [(4.3)-1000(Performance)-250(of)-250(Integrate)-7(d)-250(Mo)-7(dels)-250(\()10(Q2\))]TJ /T1_3 8.966 Tf 0.98 0 0 1 53.583 227.733 Tm [(xDe)-7(epFM)-200(integrates)-200(CIN)-200(and)-200(DNN)-199(into)-200(an)-200(end-to-end)-200(mo)-7(del.)-200(While)]TJ 1.02 0 0 1 53.798 216.774 Tm [(CIN)-285(and)-285(DNN)-285(co)7(v)8(ers)-285(tw)8(o)-285(distinct)-285(pr)8(op)-7(erties)-285(in)-285(learning)-285(featur)8(e)]TJ 0.991 0 0 1 53.798 205.815 Tm [(interactions,)-252(w)8(e)-252(ar)8(e)-252(inter)8(este)-7(d)-253(to)-252(kno)7(w)-252(whether)-252(it)-252(is)-253(inde)-7(e)-7(d)-252(ne)-7(ces-)]TJ 0.98 0 0 1 53.798 194.856 Tm [(sar)-15(y)-246(and)-245(e\035e)-7(ctiv)8(e)-245(to)-245(combine)-246(them)-245(together)-245(for)-246(jointly)-245(e)7(xplicit)-245(and)]TJ 0.987 0 0 1 53.798 183.897 Tm [(implicit)-253(learning.)-252(Her)8(e)-253(w)8(e)-253(compar)8(e)-252(se)7(v)8(eral)-253(str)8(ong)-252(baselines)-253(which)]TJ 1.007 0 0 1 53.798 172.938 Tm [(ar)8(e)-249(not)-249(limite)-7(d)-249(to)-249(individual)-249(mo)-7(dels,)-249(and)-249(the)-249(r)8(esults)-249(ar)8(e)-249(sho)7(wn)-249(in)]TJ 1.02 0 0 1 53.529 161.979 Tm [(T)48(able)-250(3.)-251(W)78(e)-250(obser)-15(v)8(e)-250(that)-251(LR)-250(is)-251(far)-250(w)7(orse)-250(than)-251(all)-250(the)-251(r)8(est)-250(mo)-7(dels,)]TJ 1.008 0 0 1 53.467 151.02 Tm [(which)-247(demonstrates)-247(that)-247(factorization-base)-7(d)-247(mo)-7(dels)-247(ar)8(e)-247(essential)]TJ 1.02 0 0 1 53.798 140.061 Tm [(for)-328(measuring)-329(sparse)-328(featur)8(es.)-329(Wide&De)-7(ep)10(,)-328(DCN,)-329(De)-7(epFM)-328(and)]TJ 0.98 0 0 1 53.583 129.102 Tm [(xDe)-7(epFM)-244(ar)8(e)-245(signi\033cantly)-244(b)-10(etter)-244(than)-245(DNN,)-244(which)-244(dir)8(e)-7(ctly)-244(r)8(e\036e)-7(cts)]TJ 0.984 0 0 1 53.798 118.143 Tm [(that,)-256(despite)-256(their)-255(simplicity)60(,)-256(incorp)-7(orating)-256(hybrid)-256(comp)-7(onents)-256(ar)8(e)]TJ 1.02 0 0 1 53.798 107.185 Tm [(imp)-7(ortant)-326(for)-327(b)-9(o)-7(osting)-327(the)-326(accuracy)-327(of)-326(pr)8(e)-7(dictiv)8(e)-327(system)1(s.)-327(Our)]TJ 1.002 0 0 1 53.798 96.226 Tm [(pr)8(op)-7(ose)-7(d)-251(xDe)-7(epFM)-251(achie)7(v)8(es)-250(the)-251(b)-10(est)-251(p)-7(erformance)-251(on)-251(all)-250(datasets,)]TJ 0.98 0 0 1 53.467 85.267 Tm [(which)-203(demonstrates)-202(that)-203(combining)-203(e)7(xplicit)-203(and)-202(implicit)-203(high-or)8(der)]TJ 0.991 0 0 1 317.955 520.617 Tm [(featur)8(e)-252(interaction)-252(is)-253(ne)-7(cessar)-15(y)60(,)-253(and)-252(xDe)-7(epFM)-252(is)-252(e\035e)-8(ctiv)9(e)-253(in)-252(learn-)]TJ 1.02 0 0 1 317.955 509.658 Tm [(ing)-259(this)-259(class)-259(of)-258(combination.)-259(Another)-259(inter)8(esting)-259(obser)-15(vation)-259(is)]TJ 0 -10.959 TD [(that,)-270(all)-271(the)-270(neural-base)-7(d)-270(mo)-7(dels)-270(do)-270(not)-271(r)8(e)-7(quir)8(e)-270(a)-270(v)8(er)-15(y)-270(de)-7(ep)-270(net-)]TJ -0.325 -10.958 Td [(w)8(ork)-253(structur)8(e)-252(for)-253(the)-253(b)-9(est)-253(p)-7(erformance)10(.)-252(T)48(ypical)-253(settings)-253(fo)1(r)-253(the)]TJ 1.006 0 0 1 317.955 476.782 Tm [(depth)-249(hyp)-7(er-parameter)-248(ar)8(e)-249(2)-249(and)-248(3,)-249(and)-249(the)-248(b)-10(est)-249(depth)-249(setting)-248(for)]TJ 0.984 0 0 1 317.74 465.823 Tm [(xDe)-7(epFM)-254(is)-255(3,)-254(which)-254(indicates)-255(that)-254(the)-254(interactions)-255(w)8(e)-254(learne)-7(d)-254(ar)8(e)]TJ 1 0 0 1 317.955 454.864 Tm [(at)-250(most)-250(4-or)8(der)59(.)]TJ /T1_1 10.909 Tf 0 -54.778 TD [(4.4)-1000(Hyp)-7(er-Parameter)-250(Study)-250(\()10(Q3\))]TJ /T1_3 8.966 Tf 0.993 0 0 1 317.525 386.388 Tm [(W)81(e)-251(study)-251(the)-251(impact)-251(of)-250(hyp)-7(er-parameters)-251(on)-251(xDe)-7(epFM)-251(in)-251(this)-250(se)-8(c-)]TJ 1.005 0 0 1 317.955 375.429 Tm [(tion,)-250(including)-250(\(1\))-249(the)-250(numb)-10(er)-250(of)-250(hidden)-250(lay)8(ers;)-249(\(2\))-250(the)-250(numb)-10(er)-250(of)]TJ 0.985 0 0 1 317.955 364.47 Tm [(neur)8(ons)-254(p)-8(er)-254(lay)8(er;)-255(and)-254(\(3\))-255(activation)-254(functions.)-255(W)81(e)-254(conduct)-255(e)7(xp)-7(eri-)]TJ 0.98 0 0 1 317.955 353.511 Tm [(ments)-245(via)-244(holding)-245(the)-244(b)-11(est)-244(settings)-245(for)-244(the)-245(DNN)-244(part)-245(while)-245(var)-15(ying)]TJ 1 0 0 1 317.955 342.552 Tm [(the)-250(settings)-250(for)-250(the)-250(CIN)-250(part.)]TJ /T1_1 8.966 Tf 9.963 -10.959 Td [(Depth)-263(of)-263(Netw)8(ork)]TJ /T1_3 8.966 Tf 1.02 0 0 1 401.419 331.593 Tm [(.)-258(Figur)8(e)-258(6a)-258(and)-259(7a)-258(demonstrate)-258(the)-258(impact)]TJ 1 0 0 1 317.955 320.634 Tm [(of)-249(numb)-10(er)-249(of)-249(hidden)-249(lay)8(ers.)-249(W)80(e)-249(can)-248(obser)-15(v)8(e)-249(that)-249(the)-249(p)-7(erformance)]TJ 0.992 0 0 1 317.955 309.675 Tm [(of)-252(xDe)-7(epFM)-253(incr)8(eases)-252(with)-252(the)-253(depth)-252(of)-252(netw)8(ork)-253(at)-252(the)-252(b)-10(eginning.)]TJ 0.98 0 0 1 317.955 298.716 Tm [(Ho)7(w)8(e)7(v)9(er)60(,)-251(mo)-7(del)-252(p)-7(erformance)-251(degrades)-251(when)-251(the)-251(depth)-252(of)-251(netw)9(ork)]TJ 1.02 0 0 1 317.955 287.757 Tm [(is)-244(set)-244(gr)8(eater)-245(than)-244(3.)-244(It)-244(is)-244(cause)-7(d)-244(by)-244(o)7(v)8(er\033tting)-245(e)7(vidence)-7(d)-244(by)-244(that)]TJ 0.985 0 0 1 317.623 276.799 Tm [(w)8(e)-253(notice)-254(that)-253(the)-254(loss)-254(of)-253(training)-254(data)-253(still)-254(ke)-7(eps)-253(de)-7(cr)8(easing)-254(when)]TJ 1 0 0 1 317.623 265.84 Tm [(w)8(e)-250(add)-250(mor)8(e)-250(hidden)-250(lay)8(ers.)]TJ /T1_1 8.966 Tf 10.295 -10.959 Td [(Numb)-10(er)-301(of)-301(Neur)8(ons)-301(p)-7(er)-301(Lay)8(er)]TJ /T1_3 8.966 Tf 1.02 0 0 1 451.237 254.881 Tm [(.)-295(A)11(dding)-295(the)-295(numb)-9(er)-295(of)-295(neu-)]TJ 1.005 0 0 1 317.955 243.922 Tm [(r)8(ons)-249(p)-7(er)-249(lay)8(er)-248(indicates)-249(incr)8(easing)-249(the)-249(numb)-10(er)-248(of)-249(featur)8(e)-249(maps)-249(in)]TJ 1.02 0 0 1 317.955 232.963 Tm [(CIN.)-264(A)11(s)-264(sho)7(wn)-264(in)-265(Figur)8(e)-264(6b)-264(and)-265(7b,)-264(mo)-7(del)-264(p)-7(erformance)-264(on)-265(Bing)]TJ 1.015 0 0 1 317.955 222.004 Tm [(Ne)7(ws)-247(dataset)-248(incr)8(eases)-247(steadily)-247(when)-247(w)8(e)-248(incr)8(ease)-247(the)-247(numb)-10(er)-247(of)]TJ 1.013 0 0 1 317.955 211.045 Tm [(neur)8(ons)-246(fr)8(om)]TJ /T1_5 8.966 Tf 51.83 0 Td (20)Tj /T1_3 8.966 Tf 10.546 0 Td (to)Tj /T1_5 8.966 Tf 9.56 0 Td (200)Tj /T1_3 8.966 Tf [(,)-246(while)-246(on)-247(Dianping)-246(dataset,)]TJ /T1_5 8.966 Tf 117.198 0 Td (100)Tj /T1_3 8.966 Tf 14.716 0 Td [(is)-246(a)-246(mor)8(e)]TJ 0.986 0 0 1 317.955 200.086 Tm [(suitable)-254(setting)-255(for)-254(the)-255(numb)-10(er)-254(of)-255(neur)8(ons)-254(p)-7(er)-255(lay)8(er)60(.)-254(In)-255(this)-254(e)7(xp)-7(eri-)]TJ 1 0 0 1 317.955 189.127 Tm [(ment)-250(w)8(e)-250(\033x)-250(the)-250(depth)-250(of)-250(netw)8(ork)-250(at)-250(3.)]TJ /T1_1 8.966 Tf 9.963 -10.959 Td [(A)12(ctivation)-250(Function)]TJ /T1_3 8.966 Tf 0.99 0 0 1 409.134 178.168 Tm [(.)-252(Note)-253(that)-252(w)8(e)-252(e)7(xploit)-253(the)-252(identity)-252(as)-253(acti-)]TJ 1.007 0 0 1 317.731 167.209 Tm [(vation)-247(function)-248(on)-247(neur)8(ons)-247(of)-248(CIN,)-247(as)-247(sho)7(wn)-247(in)-248(Eq.)-247(6.)-247(A)-248(common)]TJ 1.02 0 0 1 317.955 156.251 Tm [(practice)-297(in)-298(de)-6(ep)-298(learning)-297(literatur)8(e)-297(is)-298(to)-297(emplo)7(y)-297(non-linear)-297(acti-)]TJ 1.006 0 0 1 317.731 145.292 Tm [(vation)-249(func)1(tions)-249(on)-249(hidden)-248(neur)8(ons.)-249(W)80(e)-249(thus)-248(compar)8(e)-249(the)-248(r)8(esults)]TJ 1.013 0 0 1 317.955 134.333 Tm [(of)-246(di\035er)8(ent)-246(activation)-245(functions)-246(on)-246(CIN)-246(\(for)-246(neur)8(ons)-246(in)-245(DNN,)-246(w)8(e)]TJ 0.99 0 0 1 317.955 123.374 Tm [(ke)-7(ep)-254(the)-253(activation)-254(function)-254(with)]TJ /T1_6 8.966 Tf 124.421 0 Td [(r)8(elu)]TJ /T1_3 8.966 Tf 13.921 0 Td [(\).)-254(A)12(s)-253(sho)7(wn)-254(in)-254(Figur)9(e)-254(6c)-254(and)]TJ 0.986 0 0 1 317.749 112.415 Tm [(7c,)-253(identify)-254(function)-253(is)-253(inde)-7(e)-8(d)-253(the)-253(most)-254(suitable)-253(one)-253(for)-254(neur)8(ons)-253(in)]TJ 1 0 0 1 317.955 101.456 Tm (CIN.)Tj ET /QITE_maskingtape BMC 1 g 36.9 721.8 537.31 27.9 re f EMC /Artifact <>BDC q 1 0 0 1 54 755.4614258 cm 0 g /GS0 gs /Fm0 Do Q EMC /Artifact <>BDC q 1 0 0 1 349.5759888 755.4614258 cm 0 g /GS0 gs /Fm1 Do Q EMC /Artifact <>BDC q 1 0 0 1 297.6325073 38.5740509 cm 0 g /GS0 gs /Fm2 Do Q EMC endstream endobj 816 0 obj <>>>/Resources 825 0 R/Subtype/Form>>stream 0 g 0 G 0 i 0 J []0 d 0 j 1 w 10 M 0 Tc 0 Tw 100 Tz 0 TL 0 Tr 0 Ts BT /LinuxBiolinum 9 Tf 0 g 0 -8.046 Td (Research ) Tj 35.679 0 Td (Track ) Tj 23.014 0 Td (Paper) Tj ET endstream endobj 817 0 obj <>>>/Resources 822 0 R/Subtype/Form>>stream 0 g 0 G 0 i 0 J []0 d 0 j 1 w 10 M 0 Tc 0 Tw 100 Tz 0 TL 0 Tr 0 Ts BT /LinuxBiolinum 9 Tf 0 g 0 -8.046 Td (KDD ) Tj 20.689 0 Td (2018, ) Tj 20.773 0 Td (August ) Tj 28.679 0 Td (19-23, ) Tj 23.766 0 Td (2018, ) Tj 20.773 0 Td (London, ) Tj 32.321 0 Td (United ) Tj 27.563 0 Td (Kingdom) Tj ET endstream endobj 818 0 obj <>>>/Resources 819 0 R/Subtype/Form>>stream 0 g 0 G 0 i 0 J []0 d 0 j 1 w 10 M 0 Tc 0 Tw 100 Tz 0 TL 0 Tr 0 Ts BT /LinuxBiolinum 9 Tf 0 g 0 -8.046 Td (1760) Tj ET endstream endobj 819 0 obj <> endobj 820 0 obj <> endobj 821 0 obj <>stream /
Research Track Paper
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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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(\017)Tj /T1_1 8.966 Tf 8.442 0 Td [(\()10(Q2\))]TJ /T1_2 8.966 Tf 1.02 0 0 1 97.502 638.821 Tm [(Is)-282(it)-283(ne)-6(cessar)-15(y)-282(to)-283(combine)-282(e)7(xplicit)-282(and)-283(implicit)-282(high-)]TJ 1 0 0 1 78.207 627.863 Tm [(or)8(der)-250(featur)8(e)-250(interactions)-250(for)-250(r)8(e)-7(commender)-250(systems?)]TJ /T1_3 8.966 Tf -8.442 -10.959 Td (\017)Tj /T1_1 8.966 Tf 8.442 0 Td [(\()10(Q3\))]TJ /T1_2 8.966 Tf 1.02 0 0 1 97.226 616.904 Tm [(Ho)7(w)-252(do)-7(es)-252(the)-252(settings)-252(of)-253(netw)8(orks)-252(in\036uence)-252(the)-252(p)-7(er-)]TJ 1 0 0 1 78.207 605.945 Tm [(formance)-250(of)-250(xDe)-7(epFM?)]TJ 0.98 0 0 1 53.368 592.99 Tm [(W)82(e)-252(will)-252(answ)8(er)-252(these)-252(questions)-252(after)-252(pr)8(esenting)-252(some)-252(fundamental)]TJ 1 0 0 1 53.798 582.032 Tm [(e)7(xp)-7(erimental)-250(settings.)]TJ /T1_1 10.909 Tf 0 -21.252 TD [(4.1)-1000(Exp)-7(eriment)-250(Setup)]TJ /T1_4 8.966 Tf 1.02 0 0 1 63.761 547.082 Tm [(4.1.1)-980(Datasets.)]TJ /T1_2 8.966 Tf 60.493 0 Td [(W)78(e)-289(e)7(valuate)-289(our)-290(pr)8(op)-7(ose)-6(d)-290(mo)-7(dels)-289(on)-289(the)-289(fol-)]TJ 1 0 0 1 53.798 536.123 Tm [(lo)7(wing)-250(thr)8(e)-7(e)-250(datasets:)]TJ /T1_1 8.966 Tf 9.963 -10.959 Td [(1.)-205(Crite)-7(o)-206(Dataset)]TJ /T1_2 8.966 Tf 0.98 0 0 1 130.181 525.164 Tm [(.)-210(It)-209(is)-209(a)-210(famous)-209(industr)-15(y)-210(b)-10(enchmarking)-209(dataset)]TJ 0.985 0 0 1 53.798 514.205 Tm [(for)-254(de)7(v)9(eloping)-254(mo)-7(dels)-254(pr)8(e)-7(dicting)-254(ad)-253(click-thr)8(ough)-254(rate)10(,)-253(and)-254(is)-254(pub-)]TJ 1.003 0 0 1 53.798 503.246 Tm [(licly)-250(accessible)]TJ /T1_2 7.273 Tf 1 0 0 1 107.817 506.501 Tm (1)Tj /T1_2 8.966 Tf 1.003 0 0 1 111.697 503.246 Tm [(.)-250(Giv)8(en)-249(a)-250(user)-250(and)-249(the)-250(page)-249(he)-250(is)-250(visiting,)-249(the)-250(goal)]TJ 1 0 0 1 53.798 492.287 Tm [(is)-250(to)-250(pr)8(e)-7(dict)-250(the)-250(pr)8(obability)-250(that)-250(he)-250(will)-250(clik)-250(on)-250(a)-250(giv)8(en)-250(ad.)]TJ /T1_1 8.966 Tf 9.963 -10.959 Td [(2.)-249(Dianping)-250(Dataset)]TJ /T1_2 8.966 Tf 0.992 0 0 1 143.137 481.328 Tm (.)Tj /T1_5 8.966 Tf 4.227 0 Td (Dianping.com)Tj /T1_2 8.966 Tf 51.994 0 Td [(is)-251(the)-252(largest)-251(consumer)-251(r)8(e-)]TJ 1.02 0 0 1 53.574 470.369 Tm [(vie)7(w)-257(site)-257(in)-257(China.)-258(It)-257(pr)8(o)7(vides)-257(div)8(erse)-257(functions)-257(such)-258(as)-257(r)8(e)7(vie)7(ws,)]TJ 0.22 -10.959 Td [(che)-7(ck-ins,)-288(and)-288(shops')-288(meta)-288(information)-288(\(including)-288(ge)-7(ographical)]TJ 1.017 0 0 1 53.798 448.452 Tm [(messages)-244(and)-245(shop)-244(attributes\).)-245(W)79(e)-245(colle)-7(ct)-244(6)-245(months')-244(users)-245(che)-6(ck-)]TJ 1.02 0 0 1 53.798 437.493 Tm [(in)-302(activities)-302(for)-303(r)8(estaurant)-302(r)8(e)-7(commendation)-302(e)7(xp)-7(eriments.)-303(Giv)8(en)]TJ 0 -10.959 TD [(a)-258(user's)-258(pr)8(o\033le)10(,)-258(a)-258(r)8(estaurant's)-258(attributes)-258(and)-258(the)-258(user's)-258(last)-258(thr)8(e)-7(e)]TJ 1.006 0 0 1 53.574 415.575 Tm [(visite)-7(d)-247(POIs)-248(\(p)-7(oint)-247(of)-248(i)1(nter)7(est\),)-247(w)8(e)-247(want)-248(to)-247(pr)8(e)-7(dict)-248(the)-247(pr)8(obability)]TJ 1.02 0 0 1 53.798 404.616 Tm [(that)-324(he)-323(will)-324(visit)-324(the)-324(r)8(estaurant.)-324(For)-324(each)-323(r)7(estaurant)-323(in)-324(a)-324(user's)]TJ 1.006 0 0 1 53.798 393.657 Tm [(che)-7(ck-in)-248(instance)10(,)-247(w)8(e)-248(sample)-247(four)-248(r)8(estaurants)-248(which)-247(ar)8(e)-248(within)-247(3)]TJ 1 0 0 1 53.798 382.698 Tm [(kilometers)-250(as)-250(negativ)8(e)-250(instances)-250(by)-250(POI)-250(p)-7(opularity)59(.)]TJ /T1_1 8.966 Tf 9.963 -10.959 Td [(3.)-250(Bing)-250(Ne)7(ws)-249(Dataset)]TJ /T1_2 8.966 Tf 1.004 0 0 1 148.264 371.739 Tm [(.)-249(Bing)-249(Ne)7(ws)]TJ /T1_2 7.273 Tf 1 0 0 1 192.327 374.994 Tm (2)Tj /T1_2 8.966 Tf 1.004 0 0 1 198.447 371.739 Tm [(is)-249(part)-249(of)-248(Micr)7(osoft')1(s)-249(Bing)]TJ 1.009 0 0 1 53.798 360.78 Tm [(sear)8(ch)-248(engine)10(.)-247(In)-248(or)8(der)-248(to)-247(e)7(valuate)-248(the)-247(p)-7(erformance)-248(of)-248(our)-247(mo)-7(del)]TJ 1.006 0 0 1 53.798 349.821 Tm [(in)-247(a)-248(r)8(eal)-247(commer)8(cial)-247(dataset,)-248(w)8(e)-247(colle)-7(ct)-247(\033v)8(e)-248(conse)-7(cutiv)8(e)-247(days')-247(im-)]TJ 0.994 0 0 1 53.798 338.862 Tm [(pr)8(ession)-252(logs)-252(on)-251(ne)7(ws)-252(r)8(eading)-252(ser)-15(vice)10(.)-252(W)81(e)-252(use)-252(the)-252(\033rst)-252(thr)8(e)-7(e)-252(days')]TJ 0.993 0 0 1 53.798 327.904 Tm [(data)-252(for)-252(training)-251(and)-252(validation,)-252(and)-252(the)-251(ne)7(xt)-252(tw)8(o)-252(days)-251(for)-252(testing.)]TJ 1.02 0 0 1 63.761 316.945 Tm [(For)-249(the)-248(Crite)-7(o)-248(dataset)-249(and)-249(the)-248(Dianping)-249(dataset,)-248(w)8(e)-249(randomly)]TJ 1.005 0 0 1 53.798 305.986 Tm [(split)-249(instances)-249(by)-249(8:1:1)-249(for)-249(training)-250(,)-249(validation)-249(and)-249(test.)-249(The)-249(char-)]TJ 1 0 0 1 53.798 295.027 Tm [(acteristics)-250(of)-250(the)-250(thr)8(e)-7(e)-250(datasets)-250(ar)8(e)-250(summarize)-7(d)-250(in)-250(T)49(able)-250(1.)]TJ /T1_1 8.966 Tf -0.296 -19.972 Td [(T)49(able)-199(1:)-199(Statistics)-199(of)-199(the)-199(e)7(valuat)1(ion)-199(datasets.)-200(M)-198(indicates)-199(mil-)]TJ 0.296 -10.958 Td [(lion)-250(and)-250(K)-250(indicates)-250(thousand.)]TJ ET q 1 0 0 1 70.1920013 248.654007 cm 0.398 w 0 0 m 205.217 0 l S Q q 1 0 0 1 70.1920013 237.4960022 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 79.446 240.784 Td (Datasest)Tj ET q 1 0 0 1 119.848999 237.4960022 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 124.83 240.784 Td (#instances)Tj ET q 1 0 0 1 167.901001 237.4960022 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 172.882 240.784 Td (#\033elds)Tj ET q 1 0 0 1 201.4629974 237.4960022 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 206.444 240.784 Td [(#featur)8(es)-250(\()12(sparse\))]TJ ET q 1 0 0 1 275.4089966 237.4960022 cm 0.398 w 0 0 m 0 10.959 l S Q q 1 0 0 1 70.1920013 237.2969971 cm 0.398 w 0 0 m 205.217 0 l S Q q 1 0 0 1 70.1920013 226.1390076 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 83.53 229.427 Td [(Crite)-7(o)]TJ ET q 1 0 0 1 119.848999 226.1390076 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 135.944 229.427 Td (45M)Tj ET q 1 0 0 1 167.901001 226.1390076 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 180.512 229.427 Td (39)Tj ET q 1 0 0 1 201.4629974 226.1390076 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 229.519 229.427 Td (2.3M)Tj ET q 1 0 0 1 275.4089966 226.1390076 cm 0.398 w 0 0 m 0 10.959 l S Q q 1 0 0 1 70.1920013 225.9400024 cm 0.398 w 0 0 m 205.217 0 l S Q q 1 0 0 1 70.1920013 214.7810059 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 77.971 218.069 Td (Dianping)Tj ET q 1 0 0 1 119.848999 214.7810059 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 134.958 218.069 Td (1.2M)Tj ET q 1 0 0 1 167.901001 214.7810059 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 180.512 218.069 Td (18)Tj ET q 1 0 0 1 201.4629974 214.7810059 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 229.326 218.069 Td (230K)Tj ET q 1 0 0 1 275.4089966 214.7810059 cm 0.398 w 0 0 m 0 10.959 l S Q q 1 0 0 1 70.1920013 214.5820007 cm 0.398 w 0 0 m 205.217 0 l S Q q 1 0 0 1 70.1920013 203.423996 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 75.173 206.712 Td [(Bing)-250(Ne)7(ws)]TJ ET q 1 0 0 1 119.848999 203.423996 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 138.029 206.712 Td (5M)Tj ET q 1 0 0 1 167.901001 203.423996 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 180.512 206.712 Td (45)Tj ET q 1 0 0 1 201.4629974 203.423996 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 231.411 206.712 Td (17K)Tj ET q 1 0 0 1 275.4089966 203.423996 cm 0.398 w 0 0 m 0 10.959 l S Q q 1 0 0 1 70.1920013 203.2250061 cm 0.398 w 0 0 m 205.217 0 l S Q BT /T1_4 8.966 Tf 0.983 0 0 1 63.761 174.412 Tm [(4.1.2)-1017(Evaluation)-256(Metrics.)]TJ /T1_2 8.966 Tf 97.027 0 Td [(W)81(e)-255(use)-255(tw)8(o)-256(metrics)-255(for)-255(mo)-8(del)-255(e)7(valua-)]TJ 0.98 0 0 1 53.798 163.454 Tm (tion:)Tj /T1_1 8.966 Tf 1 0 0 1 71.819 163.454 Tm (AUC)Tj /T1_2 8.966 Tf 0.98 0 0 1 92.943 163.454 Tm [(\()24(Ar)9(ea)-182(Under)-182(the)-181(ROC)-182(cur)-15(v)8(e\))-182(and)]TJ /T1_1 8.966 Tf 1 0 0 1 208.715 163.454 Tm (Logloss)Tj /T1_2 8.966 Tf 0.98 0 0 1 240.608 163.454 Tm [(\()17(cr)9(oss)-182(entr)8(op)7(y)18(\).)]TJ 1.02 0 0 1 53.529 152.495 Tm [(These)-300(tw)8(o)-300(metrics)-300(e)7(valuate)-300(the)-299(p)-7(erformance)-300(fr)8(om)-300(tw)8(o)-300(di\035er)8(ent)]TJ 0.995 0 0 1 53.798 141.536 Tm [(angels:)-252(AUC)-252(measur)8(es)-253(the)-252(pr)8(obability)-252(that)-252(a)-252(p)-7(ositiv)8(e)-253(instance)-252(will)]TJ 1.02 0 0 1 53.798 130.577 Tm [(b)-10(e)-311(ranke)-7(d)-312(higher)-311(than)-312(a)-312(randomly)-311(chosen)-312(negativ)8(e)-311(one)9(.)-312(It)-311(only)]TJ 1.01 0 0 1 53.798 119.618 Tm [(takes)-247(into)-247(account)-247(the)-247(or)8(der)-247(of)-247(pr)8(e)-7(dicte)-7(d)-246(instances)-247(and)-247(is)-247(insensi-)]TJ 0.99 0 0 1 53.798 108.659 Tm [(tiv)8(e)-252(to)-252(class)-252(imbalance)-252(pr)8(oblem.)-252(Logloss,)-252(in)-252(contrast,)-252(measur)8(es)-252(the)]TJ ET q 1 0 0 1 53.7980042 101.9149933 cm 0.398 w 0 0 m 47.821 0 l S Q BT /T1_2 5.48 Tf 53.672 95.745 Td (1)Tj /T1_2 6.974 Tf 3.046 -2.64 Td [(http://labs.crite)-7(o)10(.com/2014/02/kaggle-display-adv)8(ertising-challenge-dataset/)]TJ /T1_2 5.48 Tf -2.92 -5.772 Td (2)Tj /T1_2 6.974 Tf 3.046 -2.64 Td [(https://w)-15(w)-15(w)59(.bing.com/ne)7(ws)]TJ /T1_2 8.966 Tf 1.02 0 0 1 317.955 698.351 Tm [(distance)-275(b)-10(etw)8(e)-7(en)-275(the)-275(pr)8(e)-7(dicte)-6(d)-275(scor)8(e)-275(and)-275(the)-275(true)-275(lab)-10(el)-275(for)-275(each)]TJ 1.003 0 0 1 317.955 687.392 Tm [(instance)10(.)-249(Sometimes)-249(w)8(e)-250(r)8(ely)-249(mor)8(e)-249(on)-249(Logloss)-249(b)-10(e)-7(cause)-250(w)8(e)-249(ne)-7(e)-7(d)-249(to)]TJ 1.02 0 0 1 317.955 676.433 Tm [(use)-248(the)-248(pr)8(e)-7(dicte)-6(d)-248(pr)8(obability)-248(to)-248(estimate)-248(the)-248(b)-9(ene\033t)-248(of)-248(a)-248(ranking)]TJ 1 0 0 1 317.955 665.474 Tm [(strategy)-250(\()17(which)-250(is)-250(usually)-250(adjuste)-7(d)-250(as)-250(CTR)]TJ /T1_3 8.966 Tf 157.701 0 Td (\002)Tj /T1_2 8.966 Tf 7.944 0 Td (bid\).)Tj /T1_4 8.966 Tf 0.988 0 0 1 327.918 645.619 Tm [(4.1.3)-1012(Baselines.)]TJ /T1_2 8.966 Tf 63.506 0 Td [(W)81(e)-254(compar)8(e)-254(our)-255(xDe)-7(epFM)-254(with)-254(LR\()-12(logistic)-254(r)8(e-)]TJ 0.992 0 0 1 317.955 634.66 Tm [(gr)8(ession\),)-251(FM,)-252(DNN)-251(\(plain)-251(de)-7(ep)-252(neural)-251(netw)8(ork\),)-252(PNN)-251(\()17(cho)-7(ose)-251(the)]TJ 0.98 0 0 1 317.955 623.701 Tm [(b)-10(etter)-189(one)-189(fr)8(om)-189(iPNN)-189(and)-189(oPNN\))-190([)]TJ 1 0 0 1 439.291 623.701 Tm (31)Tj 0.98 0 0 1 447.63 623.701 Tm [(],)-189(Wide)-189(&)-189(De)-8(ep)-189([)]TJ 1 0 0 1 506.412 623.701 Tm (5)Tj 0.98 0 0 1 510.582 623.701 Tm [(],)-189(DCN)-189(\(De)-7(ep)]TJ 1.02 0 0 1 317.955 612.743 Tm [(&)-307(Cr)7(oss)-307(Netw)8(ork\))-308([)]TJ 1 0 0 1 392.626 612.743 Tm (40)Tj 1.02 0 0 1 400.965 612.743 Tm [(])-307(and)-308(De)-7(epFM)-307([)]TJ 1 0 0 1 461.181 612.743 Tm (9)Tj 1.02 0 0 1 465.35 612.743 Tm [(].)-308(A)12(s)-307(intr)7(o)-6(duce)-7(d)-308(and)-307(dis-)]TJ 0.98 0 0 1 317.955 601.784 Tm [(cusse)-7(d)-203(in)-203(Se)-7(ction)-203(2,)-204(these)-203(mo)-7(dels)-203(ar)8(e)-203(highly)-203(r)8(elate)-7(d)-203(to)-203(our)-203(xDe)-7(epFM)]TJ T* [(and)-237(some)-237(of)-237(them)-237(ar)8(e)-237(state-of-the-art)-237(mo)-7(dels)-237(for)-237(r)8(e)-7(commender)-237(sys-)]TJ T* [(tems.)-181(Note)-182(that)-181(the)-181(fo)-7(cus)-181(of)-181(this)-181(pap)-7(er)-181(is)-181(to)-181(learn)-181(featur)8(e)-181(interactions)]TJ T* [(automatically)60(,)-226(so)-225(w)8(e)-226(do)-226(not)-225(include)-226(any)-226(hand-crafte)-7(d)-226(cr)8(oss)-225(featur)8(es.)]TJ /T1_4 8.966 Tf 0.983 0 0 1 327.918 549.052 Tm [(4.1.4)-1017(Repr)8(o)-7(ducibility)60(.)]TJ /T1_2 8.966 Tf 84.641 0 Td [(W)81(e)-256(implement)-256(our)-257(metho)-7(d)-256(using)-256(T)64(ensor-)]TJ 0.98 0 0 1 317.955 538.093 Tm [(\036o)7(w)]TJ /T1_2 7.273 Tf 1 0 0 1 333.63 541.348 Tm (3)Tj /T1_2 8.966 Tf 0.98 0 0 1 337.51 538.093 Tm [(.)-206(Hyp)-8(er-parameters)-206(of)-206(each)-206(mo)-7(del)-206(ar)8(e)-206(tune)-7(d)-207(by)-206(grid-sear)8(ching)]TJ 1.012 0 0 1 317.955 527.134 Tm [(on)-247(the)-248(validation)-247(set,)-247(and)-248(the)-247(b)-10(est)-247(settings)-247(for)-248(each)-247(mo)-7(del)-247(will)-248(b)-9(e)]TJ 0.996 0 0 1 317.955 516.175 Tm [(sho)7(wn)-252(in)-252(corr)8(esp)-7(onding)-253(se)-7(ctions.)-252(Learning)-252(rate)-252(is)-252(set)-252(to)]TJ /T1_5 8.966 Tf 207.057 0 Td (0.001)Tj /T1_2 8.966 Tf [(.)-252(For)]TJ 0.981 0 0 1 317.955 505.216 Tm [(optimization)-254(metho)-8(d,)-254(w)8(e)-254(use)-255(the)-254(A)12(dam)-254([)]TJ 1 0 0 1 464.729 505.216 Tm (16)Tj 0.981 0 0 1 473.067 505.216 Tm [(])-254(with)-255(a)-254(mini-batch)-255(size)]TJ 0.98 0 0 1 317.955 494.257 Tm [(of)-247(4096.)-247(W)82(e)-247(use)-246(a)-247(L2)-247(r)8(egularization)-246(with)]TJ /T1_6 8.966 Tf 1 0 0 1 463.633 494.257 Tm (\025)Tj /T1_7 8.966 Tf 7.18 0 Td (=)Tj /T1_8 8.966 Tf 0.98 0 0 1 479.007 494.257 Tm (0)Tj /T1_9 8.966 Tf 1 0 0 1 483.236 494.257 Tm (:)Tj /T1_8 8.966 Tf 0.98 0 0 1 485.63 494.257 Tm (0001)Tj /T1_2 8.966 Tf 18.89 0 Td [(for)-247(DNN,)-246(DCN,)]TJ 0.992 0 0 1 317.525 483.298 Tm [(Wide&De)-7(ep)10(,)-253(De)-7(epFM)-253(and)-254(xDe)-7(epFM,)-253(and)-253(use)-253(dr)8(op)-7(out)-253(0.5)-254(for)-253(PNN.)]TJ 1.009 0 0 1 317.686 472.339 Tm [(The)-248(default)-247(setting)-248(for)-248(numb)-10(er)-248(of)-247(neur)8(ons)-248(p)-7(er)-248(lay)8(er)-248(is:)-247(\(1\))-248(400)-248(for)]TJ 1.02 0 0 1 317.955 461.381 Tm [(DNN)-249(lay)8(ers;)-250(\(2\))-249(200)-249(for)-249(CIN)-249(lay)8(ers)-250(on)-249(Crite)-7(o)-249(dataset,)-249(and)-249(100)-249(for)]TJ 0.98 0 0 1 317.955 450.422 Tm [(CIN)-242(lay)9(ers)-242(on)-242(Dianping)-241(and)-242(Bing)-241(Ne)7(ws)-242(datasets.)-241(Since)-242(w)8(e)-241(fo)-7(cus)-242(on)]TJ 1.011 0 0 1 317.955 439.463 Tm [(neural)-246(netw)8(orks)-246(structur)7(es)-246(in)-246(this)-246(pap)-7(er)58(,)-246(w)8(e)-246(make)-246(the)-247(dimension)]TJ 0.98 0 0 1 317.955 428.504 Tm [(of)-231(\033eld)-231(emb)-10(e)-7(dding)-231(for)-231(all)-231(mo)-7(dels)-231(b)-11(e)-230(a)-231(\033xe)-8(d)-231(value)-231(of)-230(10.)-232(W)82(e)-231(conduct)]TJ 0.993 0 0 1 317.955 417.545 Tm [(e)7(xp)-7(eriments)-252(of)-252(di\035er)8(ent)-252(settings)-252(in)-253(parallel)-252(with)-252(5)]TJ /T1_5 8.966 Tf 185.63 0 Td [(T)63(esla)-252(K80)-252(GP)-49(Us)]TJ /T1_2 8.966 Tf (.)Tj 1.016 0 0 1 317.686 406.586 Tm [(The)-246(sour)8(ce)-245(co)-7(de)-246(is)-246(available)-245(at)]TJ /T1_5 8.966 Tf 113.452 0 Td [(https:)-15(//)-110(github)20(.com/)-110(Leavingseason/)]TJ 1 0 0 1 317.955 395.627 Tm [(xDe)-7(epFM)]TJ /T1_2 8.966 Tf 33.812 0 Td (.)Tj /T1_1 8.966 Tf -34.108 -32.011 Td [(T)49(able)-210(2:)-209(Performance)-210(of)-210(individual)-209(mo)-7(dels)-210(on)-210(the)-209(Crite)-7(o)10(,)-210(Di-)]TJ 0.296 -10.959 Td [(anping,)-177(and)-178(Bing)-177(Ne)7(ws)-177(datasets.)-178(Column)]TJ /T1_10 8.966 Tf 163.811 0 Td (Depth)Tj /T1_1 8.966 Tf 25.324 0 Td [(indicates)-177(the)]TJ -189.135 -10.958 Td [(b)-10(est)-250(netw)8(ork)-250(depth)-250(for)-250(each)-250(mo)-7(del.)]TJ ET q 1 0 0 1 356.6529999 326.2559967 cm 0.398 w 0 0 m 160.61 0 l S Q q 1 0 0 1 356.6529999 324.2640076 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 361.634 316.393 Td [(Mo)-7(del)-250(name)]TJ ET q 1 0 0 1 411.9230042 313.1060028 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 420.544 316.393 Td [(AUC)-1517(Logloss)]TJ ET q 1 0 0 1 484.6959991 313.1060028 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 489.677 316.393 Td (Depth)Tj ET q 1 0 0 1 356.6529999 312.9060059 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 425.467 305.036 Td [(Crite)-7(o)]TJ ET q 1 0 0 1 356.6529999 301.548996 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 378.352 293.679 Td (FM)Tj ET q 1 0 0 1 411.9230042 290.3910065 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 418.11 293.679 Td [(0.7900)-1513(0.4592)]TJ ET q 1 0 0 1 484.6959991 290.3910065 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 499.464 293.679 Td (-)Tj ET q 1 0 0 1 356.6529999 290.1920013 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 374.878 282.321 Td (DNN)Tj ET q 1 0 0 1 411.9230042 279.0339966 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 418.11 282.321 Td [(0.7993)-1513(0.4491)]TJ ET q 1 0 0 1 484.6959991 279.0339966 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 498.894 282.321 Td (2)Tj ET q 1 0 0 1 356.6529999 278.8339996 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 367.449 270.964 Td [(Cr)8(ossNet)]TJ ET q 1 0 0 1 411.9230042 267.6759949 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 418.11 270.964 Td [(0.7961)-1513(0.4508)]TJ ET q 1 0 0 1 484.6959991 267.6759949 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 498.894 270.964 Td (3)Tj ET q 1 0 0 1 356.6529999 267.477005 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 376.926 259.606 Td (CIN)Tj ET q 1 0 0 1 411.9230042 256.3190002 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_1 8.966 Tf 416.904 259.606 Td (0.8012)Tj /T1_2 8.966 Tf 37.592 0 Td (0.4493)Tj ET q 1 0 0 1 484.6959991 256.3190002 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 498.894 259.606 Td (3)Tj ET q 1 0 0 1 356.6529999 256.1190033 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 419.908 248.249 Td (Dianping)Tj ET q 1 0 0 1 356.6529999 244.7619934 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 378.352 236.892 Td (FM)Tj ET q 1 0 0 1 411.9230042 233.6040039 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 418.11 236.892 Td [(0.8165)-1513(0.3558)]TJ ET q 1 0 0 1 484.6959991 233.6040039 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 499.464 236.892 Td (-)Tj ET q 1 0 0 1 356.6529999 233.4049988 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 374.878 225.534 Td (DNN)Tj ET q 1 0 0 1 411.9230042 222.246994 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 418.11 225.534 Td [(0.8318)-1513(0.3382)]TJ ET q 1 0 0 1 484.6959991 222.246994 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 498.894 225.534 Td (3)Tj ET q 1 0 0 1 356.6529999 222.0469971 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 367.449 214.177 Td [(Cr)8(ossNet)]TJ ET q 1 0 0 1 411.9230042 210.8890076 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 418.11 214.177 Td [(0.8283)-1513(0.3404)]TJ ET q 1 0 0 1 484.6959991 210.8890076 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 498.894 214.177 Td (2)Tj ET q 1 0 0 1 356.6529999 210.6900024 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 376.926 202.819 Td (CIN)Tj ET q 1 0 0 1 411.9230042 199.5319977 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_1 8.966 Tf 416.904 202.819 Td [(0.8576)-1244(0.3225)]TJ ET q 1 0 0 1 484.6959991 199.5319977 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 498.894 202.819 Td (2)Tj ET q 1 0 0 1 356.6529999 199.3320007 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 417.111 191.462 Td [(Bing)-250(Ne)7(ws)]TJ ET q 1 0 0 1 356.6529999 187.9750061 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 378.352 180.105 Td (FM)Tj ET q 1 0 0 1 411.9230042 176.8170013 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 418.11 180.105 Td [(0.8223)-1513(0.2779)]TJ ET q 1 0 0 1 484.6959991 176.8170013 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 499.464 180.105 Td (-)Tj ET q 1 0 0 1 356.6529999 176.6179962 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 374.878 168.747 Td (DNN)Tj ET q 1 0 0 1 411.9230042 165.4589996 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 418.11 168.747 Td [(0.8366)-1746(0.273)]TJ ET q 1 0 0 1 484.6959991 165.4589996 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 498.894 168.747 Td (2)Tj ET q 1 0 0 1 356.6529999 165.2599945 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 367.449 157.39 Td [(Cr)8(ossNet)]TJ ET q 1 0 0 1 411.9230042 154.102005 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 418.11 157.39 Td [(0.8304)-1513(0.2765)]TJ ET q 1 0 0 1 484.6959991 154.102005 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 498.894 157.39 Td (6)Tj ET q 1 0 0 1 356.6529999 153.9029999 cm 0.398 w 0 0 m 160.61 0 l S Q BT /T1_2 8.966 Tf 376.926 146.032 Td (CIN)Tj ET q 1 0 0 1 411.9230042 142.7449951 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_1 8.966 Tf 416.904 146.032 Td [(0.8377)-1244(0.2662)]TJ ET q 1 0 0 1 484.6959991 142.7449951 cm 0.398 w 0 0 m 0 10.959 l S Q BT /T1_2 8.966 Tf 498.894 146.032 Td (5)Tj ET q 1 0 0 1 356.6529999 142.5449982 cm 0.398 w 0 0 m 160.61 0 l S Q q 1 0 0 1 356.6529999 140.5529938 cm 0.398 w 0 0 m 160.61 0 l S Q q 1 0 0 1 317.9550018 95.1710052 cm 0.398 w 0 0 m 47.821 0 l S Q BT /T1_2 5.48 Tf 317.955 89.001 Td (3)Tj /T1_2 6.974 Tf 3.046 -2.64 Td [(https://w)-15(w)-15(w)59(.tensor\036o)7(w)59(.org/)]TJ ET /QITE_maskingtape BMC 1 g 36.9 721.8 537.31 27.9 re f EMC /Artifact <>BDC q 1 0 0 1 54 755.4614258 cm 0 g /GS0 gs /Fm0 Do Q EMC /Artifact <>BDC q 1 0 0 1 349.5759888 755.4614258 cm 0 g /GS0 gs /Fm1 Do Q EMC /Artifact <>BDC q 1 0 0 1 297.6325073 38.5740509 cm 0 g /GS0 gs /Fm2 Do Q EMC endstream endobj 830 0 obj <>>>/Resources 839 0 R/Subtype/Form>>stream 0 g 0 G 0 i 0 J []0 d 0 j 1 w 10 M 0 Tc 0 Tw 100 Tz 0 TL 0 Tr 0 Ts BT /LinuxBiolinum 9 Tf 0 g 0 -8.046 Td (Research ) Tj 35.679 0 Td (Track ) Tj 23.014 0 Td (Paper) Tj ET endstream endobj 831 0 obj <>>>/Resources 836 0 R/Subtype/Form>>stream 0 g 0 G 0 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Research Track Paper
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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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[(parameters)-251(in)-252(terms)-251(of)-252(a)-251(chain)-251(of)-252(featur)8(e)-251(maps.)-252(By)-251(induction)-251(hy-)]TJ 1.008 0 0 1 53.798 360.57 Tm [(p)-7(othesis,)-248(w)8(e)-248(can)-248(pr)8(o)7(v)8(e)-248(that)-248(the)]TJ /T1_1 8.966 Tf 1 0 0 1 170.414 360.57 Tm (h)Tj /T1_4 8.966 Tf 1.008 0 0 1 175.381 360.57 Tm [(-th)-248(featur)8(e)-248(map)-248(at)-248(the)]TJ /T1_1 8.966 Tf 1 0 0 1 257.668 360.57 Tm (k)Tj /T1_4 8.966 Tf 1.008 0 0 1 262.699 360.57 Tm [(-th)-248(lay)8(er)]TJ 1 0 0 1 53.798 349.611 Tm (is:)Tj /T1_6 8.966 Tf 11.645 -16.871 Td (x)Tj /T1_7 7.273 Tf 4.562 3.703 Td (k)Tj -0.036 -7.219 Td (h)Tj /T1_9 8.966 Tf 7.527 3.516 Td (=)Tj /T1_10 8.966 Tf 11.698 9.175 Td (\325)Tj /T1_7 7.273 Tf -3.512 -20.384 Td (i)Tj /T1_3 7.273 Tf 3.491 0 Td [(2)-20(\273)]TJ /T1_7 7.273 Tf 6.189 0 Td (m)Tj /T1_3 7.273 Tf 6.676 0 Td (\274)Tj /T1_7 7.273 Tf -16.094 -7.796 Td (j)Tj /T1_3 7.273 Tf 3.33 0 Td [(2)-20(\273)]TJ /T1_7 7.273 Tf 6.189 0 Td (m)Tj /T1_3 7.273 Tf 6.677 0 Td (\274)Tj /T1_6 8.966 Tf 3.916 19.005 Td (W)Tj /T1_7 7.273 Tf 8.839 4.211 Td (k)Tj /T1_11 7.273 Tf 4.102 0 Td (;)Tj /T1_7 7.273 Tf 2.56 0 Td (h)Tj -6.662 -7.514 Td (i)Tj /T1_11 7.273 Tf 2.509 0 Td (;)Tj /T1_7 7.273 Tf 2.96 0 Td (j)Tj /T1_3 8.966 Tf 6.222 3.303 Td (\271)Tj /T1_6 8.966 Tf (x)Tj /T1_7 7.273 Tf 7.548 3.703 Td (k)Tj /T1_3 7.273 Tf 4.502 0 Td (\000)Tj /T1_2 7.273 Tf (1)Tj /T1_7 7.273 Tf -4.502 -6.55 Td (i)Tj /T1_3 8.966 Tf 15 2.847 Td (\016)Tj /T1_6 8.966 Tf 6.449 0 Td (x)Tj /T1_2 7.273 Tf 4.671 3.703 Td (0)Tj /T1_7 7.273 Tf 0.255 -6.55 Td (j)Tj /T1_3 8.966 Tf 3.625 2.847 Td (\272)Tj /T1_9 8.966 Tf -86.638 -34.405 Td (=)Tj /T1_10 8.966 Tf 11.698 9.175 Td (\325)Tj /T1_7 7.273 Tf -3.512 -20.384 Td (i)Tj /T1_3 7.273 Tf 3.491 0 Td [(2)-20(\273)]TJ /T1_7 7.273 Tf 6.189 0 Td (m)Tj /T1_3 7.273 Tf 6.676 0 Td (\274)Tj /T1_7 7.273 Tf -16.095 -7.796 Td (j)Tj /T1_3 7.273 Tf 3.331 0 Td [(2)-20(\273)]TJ /T1_7 7.273 Tf 6.189 0 Td (m)Tj /T1_3 7.273 Tf 6.677 0 Td (\274)Tj /T1_12 8.966 Tf 4.059 19.005 Td [(:)-33(:)-33(:)]TJ /T1_10 8.966 Tf 12.814 9.175 Td (\325)Tj /T1_7 7.273 Tf -3.959 -20.384 Td (r)Tj /T1_3 7.273 Tf 4.385 0 Td [(2)-20(\273)]TJ /T1_7 7.273 Tf 6.189 0 Td (m)Tj /T1_3 7.273 Tf 6.677 0 Td (\274)Tj /T1_7 7.273 Tf -17.044 -7.796 Td (t)Tj /T1_3 7.273 Tf 4.007 0 Td [(2)-20(\273)]TJ /T1_7 7.273 Tf 6.189 0 Td (m)Tj /T1_3 7.273 Tf 6.677 0 Td (\274)Tj /T1_10 8.966 Tf 7.836 28.18 Td (\325)Tj /T1_7 7.273 Tf -3.56 -20.384 Td (l)Tj /T1_3 7.273 Tf 3.542 0 Td [(2)-20(\273)]TJ /T1_7 7.273 Tf 6.189 0 Td (m)Tj /T1_3 7.273 Tf 6.676 0 Td (\274)Tj /T1_7 7.273 Tf -16.705 -7.796 Td (s)Tj /T1_3 7.273 Tf 4.182 0 Td [(2)-20(\273)]TJ /T1_7 7.273 Tf 6.189 0 Td (m)Tj /T1_3 7.273 Tf 6.676 0 Td (\274)Tj /T1_6 8.966 Tf 3.916 19.005 Td (W)Tj /T1_7 7.273 Tf 8.84 4.211 Td (k)Tj /T1_11 7.273 Tf 4.101 0 Td (;)Tj /T1_7 7.273 Tf 2.56 0 Td (h)Tj -6.661 -7.514 Td (i)Tj /T1_11 7.273 Tf 2.509 0 Td (;)Tj /T1_7 7.273 Tf 2.96 0 Td (j)Tj /T1_12 8.966 Tf 6.365 3.303 Td [(:)-33(:)-33(:)]TJ /T1_6 8.966 Tf 7.469 0 Td (W)Tj /T1_2 7.273 Tf 8.948 4.211 Td (1)Tj /T1_11 7.273 Tf 2.982 0 Td (;)Tj /T1_7 7.273 Tf 2.596 0 Td (r)Tj -5.73 -8.183 Td (l)Tj /T1_11 7.273 Tf 2.56 0 Td (;)Tj /T1_7 7.273 Tf 2.596 0 Td (s)Tj /T1_3 8.966 Tf 4.876 3.972 Td (\271)Tj /T1_6 8.966 Tf (x)Tj /T1_2 7.273 Tf 7.657 3.703 Td (0)Tj /T1_7 7.273 Tf 0.255 -6.55 Td (j)Tj /T1_3 8.966 Tf 5.618 2.847 Td (\016)Tj /T1_12 8.966 Tf 6.592 0 Td [(:)-33(:)-33(:)]TJ /T1_3 8.966 Tf 9.462 0 Td (\016)Tj /T1_6 8.966 Tf 6.449 0 Td (x)Tj /T1_2 7.273 Tf 4.671 3.703 Td (0)Tj /T1_7 7.273 Tf -0.109 -5.917 Td (s)Tj /T1_3 8.966 Tf 6.091 2.214 Td (\016)Tj /T1_6 8.966 Tf 6.448 0 Td (x)Tj /T1_2 7.273 Tf 4.672 3.703 Td (0)Tj /T1_7 7.273 Tf -0.153 -7.219 Td (l)Tj /T1_10 8.966 Tf -54.667 -6.197 Td (|)Tj /T1_13 8.966 Tf 5.36 0 Td [( )56( )55( )56( )55( )56( )55( )56( )55( )56( )56( )55( )56( )55( )]TJ /T1_10 8.966 Tf 18.413 0 Td ({z)Tj /T1_13 8.966 Tf 10.937 0 Td [( )56( )55( )56( )55( )56( )55( )56( )55( )56( )56( )55( )56( )55( )]TJ /T1_10 8.966 Tf 18.413 0 Td (})Tj /T1_7 7.273 Tf -40.552 -11.393 Td (k)Tj /T1_14 7.273 Tf 6.452 0 Td (v)Tj /T1_7 7.273 Tf 4.982 0 Td [(e)-75(c)-85(t)-100(o)-45(r)-120(s)]TJ /T1_3 8.966 Tf 34.695 21.106 Td (\272)Tj /T1_4 8.966 Tf 14.63 8.524 Td (\(12\))Tj 0.982 0 0 1 53.798 262.493 Tm [(For)-256(b)-10(etter)-255(illustration,)-256(her)8(e)-255(w)8(e)-256(b)-10(orr)8(o)7(w)-255(the)-256(notations)-255(fr)8(om)-256([)]TJ 1 0 0 1 267.017 262.493 Tm (40)Tj 0.982 0 0 1 275.356 262.493 Tm [(].)-256(Let)]TJ /T1_15 8.966 Tf 1 0 0 1 53.574 251.389 Tm (\013)Tj /T1_9 8.966 Tf 9.332 0 Td (=)Tj /T1_3 8.966 Tf 8.193 0 Td (\273)Tj /T1_16 8.966 Tf 2.762 0 Td (\013)Tj /T1_2 7.273 Tf 5.084 -1.345 Td (1)Tj /T1_12 8.966 Tf 3.79 1.345 Td [(;)-183(:)-33(:)-33(:)-7(;)]TJ /T1_16 8.966 Tf 14.771 0 Td (\013)Tj /T1_7 7.273 Tf 4.807 -1.345 Td (m)Tj /T1_3 8.966 Tf 7.175 1.345 Td [(\274)-298(2)]TJ /T1_8 8.966 Tf 13.132 0 Td (N)Tj /T1_7 7.273 Tf 6.291 3.254 Td (d)Tj /T1_4 8.966 Tf 0.98 0 0 1 135.834 251.389 Tm [(denote)-203(a)-203(multi-inde)7(x,)-203(and)]TJ /T1_3 8.966 Tf 1 0 0 1 228.591 251.389 Tm (j)Tj /T1_15 8.966 Tf 1.928 0 Td (\013)Tj /T1_3 8.966 Tf 7.2 0 Td (j)Tj /T1_9 8.966 Tf 4.643 0 Td (=)Tj /T1_10 8.966 Tf 8.193 6.276 Td (\315)Tj /T1_7 7.273 Tf 6.968 -2.807 Td (m)Tj 0.168 -6.569 Td (i)Tj /T1_9 7.273 Tf 2.909 0 Td (=)Tj /T1_2 7.273 Tf (1)Tj /T1_16 8.966 Tf 9.775 3.1 Td (\013)Tj /T1_7 7.273 Tf 4.975 -1.345 Td (i)Tj /T1_4 8.966 Tf 0.98 0 0 1 278.757 251.389 Tm [(.)-203(W)81(e)]TJ 0.987 0 0 1 53.798 239.478 Tm [(omit)-254(the)-254(original)-254(sup)-7(erscript)-254(fr)8(om)]TJ /T1_6 8.966 Tf 1 0 0 1 179.135 239.478 Tm (x)Tj /T1_2 7.273 Tf 4.672 3.255 Td (0)Tj /T1_7 7.273 Tf -0.109 -6.55 Td (i)Tj /T1_4 8.966 Tf 0.987 0 0 1 187.687 239.478 Tm [(,)-254(and)-254(use)]TJ /T1_6 8.966 Tf 1 0 0 1 221.801 239.478 Tm (x)Tj /T1_7 7.273 Tf 4.563 -1.345 Td (i)Tj /T1_4 8.966 Tf 0.987 0 0 1 232.018 239.478 Tm [(to)-254(denote)-254(it)-254(since)]TJ 0.999 0 0 1 53.467 228.519 Tm [(w)8(e)-251(only)-251(w)8(e)-251(the)-251(featur)8(e)-251(maps)-250(fr)8(om)-251(the)]TJ /T1_2 8.966 Tf 141.69 0 Td (0)Tj /T1_4 8.966 Tf [(-th)-251(lay)8(er)-251(\()17(which)-251(is)-251(e)7(xactly)]TJ 0.98 0 0 1 53.798 217.561 Tm [(the)-229(\033eld)-230(emb)-10(e)-7(ddings\))-230(for)-229(the)-229(\033nal)-230(e)7(xpande)-7(d)-229(e)7(xpr)8(ession)-229(\(r)8(efer)-230(to)-229(Eq.)]TJ 0.985 0 0 1 53.592 206.602 Tm [(12\).)-253(No)7(w)-253(a)-252(sup)-8(erscript)-252(is)-253(use)-7(d)-253(to)-253(denote)-253(the)-253(v)8(e)-7(ctor)-253(op)-7(eration,)-252(such)]TJ 0.996 0 0 1 53.798 195.643 Tm (as)Tj /T1_6 8.966 Tf 1 0 0 1 63.606 195.643 Tm (x)Tj /T1_2 7.273 Tf 4.671 3.255 Td (3)Tj /T1_7 7.273 Tf -0.109 -6.551 Td (i)Tj /T1_9 8.966 Tf 6.484 3.296 Td (=)Tj /T1_6 8.966 Tf 8.198 0 Td (x)Tj /T1_7 7.273 Tf 4.562 -1.345 Td (i)Tj /T1_3 8.966 Tf 5.402 1.345 Td (\016)Tj /T1_6 8.966 Tf 6.45 0 Td (x)Tj /T1_7 7.273 Tf 4.562 -1.345 Td (i)Tj /T1_3 8.966 Tf 5.402 1.345 Td (\016)Tj /T1_6 8.966 Tf 6.45 0 Td (x)Tj /T1_7 7.273 Tf 4.563 -1.345 Td (i)Tj /T1_4 8.966 Tf 0.996 0 0 1 123.648 195.643 Tm [(.)-251(Let)]TJ /T1_1 8.966 Tf 1 0 0 1 141.046 195.643 Tm [(V)-140(P)]TJ /T1_7 7.273 Tf 11.243 -1.964 Td (k)Tj /T1_3 8.966 Tf 4.999 1.964 Td (\271)Tj /T1_6 8.966 Tf (X)Tj /T1_3 8.966 Tf (\272)Tj /T1_4 8.966 Tf 0.996 0 0 1 171.852 195.643 Tm [(denote)-251(a)-251(multi-v)8(e)-7(ctor)-252(p)-7(olynomial)]TJ 1 0 0 1 53.798 184.684 Tm [(of)-250(degr)8(e)-7(e)]TJ /T1_1 8.966 Tf 35.794 0 Td (k)Tj /T1_4 8.966 Tf 5.03 0 Td (:)Tj /T1_1 8.966 Tf -27.771 -25.336 Td [(V)-140(P)]TJ /T1_7 7.273 Tf 11.242 -1.964 Td (k)Tj /T1_3 8.966 Tf 5 1.964 Td (\271)Tj /T1_6 8.966 Tf (X)Tj /T1_3 8.966 Tf (\272)Tj /T1_9 8.966 Tf 14.811 0 Td (=)Tj /T1_10 8.966 Tf 8.641 15.287 Td (\()Tj 6.414 -6.112 Td (\325)Tj /T1_17 7.273 Tf 2.913 -19.121 Td (\013)Tj /T1_1 8.966 Tf 10.014 9.946 Td (w)Tj /T1_17 7.273 Tf 6.572 -1.345 Td (\013)Tj /T1_6 8.966 Tf 6.535 1.345 Td (x)Tj /T1_14 7.273 Tf 4.671 4.27 Td (\013)Tj /T1_2 5.48 Tf 4.473 -1.09 Td (1)Tj /T1_2 7.273 Tf -4.473 -6.502 Td (1)Tj /T1_3 8.966 Tf 10.01 3.322 Td (\016)Tj /T1_6 8.966 Tf 6.448 0 Td (x)Tj /T1_14 7.273 Tf 4.672 4.27 Td (\013)Tj /T1_2 5.48 Tf 4.473 -1.09 Td (2)Tj /T1_2 7.273 Tf -4.473 -6.502 Td (2)Tj /T1_3 8.966 Tf 10.009 3.322 Td (\016)Tj /T1_12 8.966 Tf 6.593 0 Td [(:)-33(:)-33(:)]TJ /T1_3 8.966 Tf 9.461 0 Td (\016)Tj /T1_6 8.966 Tf 6.449 0 Td (x)Tj /T1_14 7.273 Tf 4.671 4.314 Td (\013)Tj /T1_18 5.48 Tf 4.32 -1.091 Td (m)Tj /T1_7 7.273 Tf -4.596 -5.25 Td (m)Tj /T1_10 8.966 Tf 11.395 17.781 Td (\f)Tj 0 -5.38 TD (\f)Tj T* (\f)Tj T* (\f)Tj T* (\f)Tj /T1_2 8.966 Tf 3.574 5.766 Td (2)Tj /T1_19 8.966 Tf 6.66 0 Td (6)Tj /T1_3 8.966 Tf 9.823 0 Td (j)Tj /T1_15 8.966 Tf 1.928 0 Td (\013)Tj /T1_3 8.966 Tf 7.2 0 Td (j)Tj /T1_19 8.966 Tf 4.643 0 Td (6)Tj /T1_1 8.966 Tf 9.106 0 Td (k)Tj /T1_10 8.966 Tf 5.209 15.287 Td (\))Tj /T1_4 8.966 Tf 19.123 -15.287 Td (\(13\))Tj 0.988 0 0 1 53.798 132.354 Tm [(Each)-253(v)8(e)-7(ctor)-253(p)-7(olylnomial)-252(in)-253(this)-253(class)-253(has)]TJ /T1_1 8.966 Tf 1 0 0 1 202.714 132.354 Tm (O)Tj /T1_3 8.966 Tf 6.707 0 Td (\271)Tj /T1_1 8.966 Tf 2.421 0 Td (m)Tj /T1_7 7.273 Tf 7.18 3.255 Td (k)Tj /T1_3 8.966 Tf 5 -3.255 Td (\272)Tj /T1_4 8.966 Tf 0.988 0 0 1 229.247 132.354 Tm [(co)-7(e\034cients.)-253(Then,)]TJ 1 0 0 1 53.798 121.395 Tm [(our)-250(CIN)-250(appr)8(oaches)-250(the)-250(co)-7(e\034cient)]TJ /T1_1 8.966 Tf 129.062 0 Td (w)Tj /T1_17 7.273 Tf 6.572 -1.344 Td (\013)Tj /T1_4 8.966 Tf 8.776 1.344 Td (with:)Tj /T1_2 8.966 Tf -75.906 -27.115 Td (^)Tj /T1_1 8.966 Tf -2.452 -0.072 Td (w)Tj /T1_17 7.273 Tf 6.572 -1.345 Td (\013)Tj /T1_9 8.966 Tf 9.026 1.345 Td (=)Tj /T1_7 7.273 Tf 10.648 10.968 Td (m)Tj /T1_10 8.966 Tf -2.455 -1.793 Td (\325)Tj /T1_7 7.273 Tf 0.418 -19.715 Td (i)Tj /T1_9 7.273 Tf 2.909 0 Td (=)Tj /T1_2 7.273 Tf (1)Tj /T1_7 7.273 Tf 12.485 21.508 Td (m)Tj /T1_10 8.966 Tf -2.455 -1.793 Td (\325)Tj /T1_7 7.273 Tf 0.68 -19.715 Td (j)Tj /T1_9 7.273 Tf 2.749 0 Td (=)Tj /T1_2 7.273 Tf (1)Tj /T1_10 8.966 Tf 13.675 19.715 Td (\325)Tj /T1_7 7.273 Tf -3.638 -19.988 Td (B)Tj /T1_3 7.273 Tf 5.469 0 Td (2)Tj /T1_7 7.273 Tf 4.116 0 Td (P)Tj /T1_20 5.48 Tf 4.2 -1.091 Td (\013)Tj /T1_3 7.273 Tf 8.268 23.503 Td (j)Tj /T1_17 7.273 Tf 1.746 0 Td (\013)Tj /T1_3 7.273 Tf 6.763 0 Td (j)Tj /T1_10 8.966 Tf -9.82 -2.424 Td (\326)Tj /T1_7 7.273 Tf 0.322 -19.715 Td (t)Tj /T1_9 7.273 Tf 3.426 0 Td (=)Tj /T1_2 7.273 Tf (2)Tj /T1_6 8.966 Tf 9.896 10.54 Td (W)Tj /T1_7 7.273 Tf 8.876 4.592 Td (t)Tj /T1_11 7.273 Tf 3.025 0 Td (;)Tj /T1_7 7.273 Tf 2.96 0 Td (j)Tj -6.022 -8.186 Td (i)Tj /T1_11 7.273 Tf 2.509 0 Td (;)Tj /T1_7 7.273 Tf 2.815 0 Td (B)Tj /T1_18 5.48 Tf 4.633 -1.091 Td (t)Tj /T1_4 8.966 Tf 56.716 4.685 Td (\(14\))Tj 1.02 0 0 1 317.623 698.351 Tm [(wher)8(e)10(,)]TJ /T1_1 8.966 Tf 1 0 0 1 345.024 698.351 Tm (B)Tj /T1_9 8.966 Tf 8.037 0 Td (=)Tj /T1_3 8.966 Tf 8.342 0 Td (\273)Tj /T1_1 8.966 Tf 2.896 0 Td (B)Tj /T1_2 7.273 Tf 5.308 -1.345 Td (1)Tj /T1_12 8.966 Tf 3.791 1.345 Td (;)Tj /T1_1 8.966 Tf 3.646 0 Td (B)Tj /T1_2 7.273 Tf 5.308 -1.345 Td (2)Tj /T1_12 8.966 Tf 3.79 1.345 Td [(;)-183(:)-33(:)-33(:)-7(;)]TJ /T1_1 8.966 Tf 14.905 0 Td (B)Tj /T1_3 7.273 Tf 6.036 -1.982 Td (j)Tj /T1_17 7.273 Tf 1.745 0 Td (\013)Tj /T1_3 7.273 Tf 6.764 0 Td (j)Tj /T1_3 8.966 Tf 2.243 1.982 Td (\274)Tj /T1_4 8.966 Tf 1.02 0 0 1 423.13 698.351 Tm [(is)-252(a)-253(multi-inde)7(x,)-252(and)]TJ /T1_1 8.966 Tf 1 0 0 1 501.756 698.351 Tm (P)Tj /T1_17 7.273 Tf 4.744 -1.345 Td (\013)Tj /T1_4 8.966 Tf 1.02 0 0 1 515.343 698.351 Tm [(is)-252(the)-253(set)-252(of)]TJ 1 0 0 1 317.955 687.392 Tm [(all)-250(the)-250(p)-7(ermutations)-250(of)-250(the)-250(indices)]TJ /T1_3 8.966 Tf 127.484 0 Td (\271)Tj /T1_2 8.966 Tf 8.009 0 Td (1)Tj /T1_12 8.966 Tf 4.08 0 Td [(;)-183(:)-33(:)-33(:)]TJ /T1_2 8.966 Tf 11.348 0 Td (1)Tj /T1_10 8.966 Tf -15.787 -6.701 Td [(|)111({z)111(})]TJ /T1_14 7.273 Tf -4.664 -10.724 Td (\013)Tj /T1_2 5.48 Tf 4.472 -1.091 Td (1)Tj /T1_7 7.273 Tf 5.215 1.091 Td [(t)-105(i)-55(m)-45(e)-80(s)]TJ /T1_12 8.966 Tf 19.867 17.425 Td [(;)-183(:)-33(:)-33(:)-7(;)]TJ /T1_1 8.966 Tf 16.625 0 Td (m)Tj /T1_12 8.966 Tf 7.2 0 Td [(;)-183(:)-33(:)-33(:)-7(;)]TJ /T1_1 8.966 Tf 14.43 0 Td (m)Tj /T1_10 8.966 Tf -21.065 -6.701 Td (|)Tj /T1_13 8.966 Tf 4.897 0 Td [( )56( )55( )]TJ /T1_10 8.966 Tf 3.703 0 Td ({z)Tj /T1_13 8.966 Tf 10.474 0 Td [( )56( )55( )]TJ /T1_10 8.966 Tf 3.704 0 Td (})Tj /T1_14 7.273 Tf -24.973 -10.724 Td (\013)Tj /T1_18 5.48 Tf 4.319 -1.091 Td (m)Tj /T1_7 7.273 Tf 8.47 1.091 Td [(t)-105(i)-55(m)-45(e)-80(s)]TJ /T1_3 8.966 Tf 19.956 17.425 Td (\272)Tj /T1_4 8.966 Tf (.)Tj /T1_21 10.909 Tf -207.764 -36.284 Td [(3.3)-1000(Combination)-250(with)-250(Implicit)-250(Netw)8(orks)]TJ /T1_4 8.966 Tf 1.014 0 0 1 317.641 637.41 Tm [(A)12(s)-247(discusse)-7(d)-247(in)-247(Se)-7(ction)-247(2.2,)-247(plain)-247(DNNs)-247(learn)-247(implicit)-247(high-or)8(der)]TJ 1.02 0 0 1 317.955 626.451 Tm [(featur)8(e)-248(interactions.)-248(Since)-248(CIN)-248(and)-249(plain)-248(DNNs)-248(can)-248(complement)]TJ 0.99 0 0 1 317.955 615.492 Tm [(each)-253(other)60(,)-253(an)-253(intuitiv)8(e)-253(way)-253(to)-253(make)-253(the)-253(mo)-7(del)-253(str)8(onger)-253(is)-253(to)-252(com-)]TJ 1.02 0 0 1 317.955 604.533 Tm [(bine)-265(these)-266(tw)8(o)-266(stru)1(ctur)7(es.)-265(The)-266(r)8(esulting)-265(mo)-7(del)-266(is)-265(v)8(er)-15(y)-265(similar)-266(to)]TJ 0 -10.959 TD [(the)-247(Wide&De)-7(ep)-247(or)-247(De)-7(epFM)-247(mo)-7(del.)-247(The)-247(ar)8(chite)-7(ctur)8(e)-247(is)-248(sho)7(wn)-247(in)]TJ T* [(Figur)8(e)-327(5.)-328(W)79(e)-327(name)-327(the)-327(ne)7(w)-327(mo)-7(del)-327(eXtr)8(eme)-327(De)-7(ep)-327(Factorization)]TJ 0.98 0 0 1 317.955 571.656 Tm [(Machine)-227(\(xDe)-7(epFM\),)-226(considering)-227(that)-226(on)-227(one)-226(hand,)-227(it)-226(includes)-227(b)-10(oth)]TJ 1.009 0 0 1 317.955 560.697 Tm 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3.516 Td (+)Tj /T1_6 8.966 Tf 7.696 0 Td (w)Tj /T1_7 7.273 Tf 6.575 3.703 Td (T)Tj 0.255 -6.485 Td [(c)-80(i)-78(n)]TJ /T1_6 8.966 Tf 11.589 2.782 Td (p)Tj /T1_9 7.273 Tf 4.689 3.703 Td (+)Tj /T1_9 8.966 Tf 7.116 -3.703 Td (+)Tj /T1_1 8.966 Tf 7.229 0 Td (b)Tj /T1_3 8.966 Tf 4.824 0 Td (\272)Tj /T1_4 8.966 Tf 28.767 0 Td (\(15\))Tj 0.98 0 0 1 317.623 506.187 Tm [(wher)8(e)]TJ /T1_16 8.966 Tf 1 0 0 1 341.894 506.187 Tm (\033)Tj /T1_4 8.966 Tf 0.98 0 0 1 349.747 506.187 Tm [(is)-245(the)-245(sigmoid)-244(function,)]TJ /T1_6 8.966 Tf 1 0 0 1 436.186 506.187 Tm (a)Tj /T1_4 8.966 Tf 0.98 0 0 1 442.605 506.187 Tm [(is)-245(the)-245(raw)-244(featur)8(es.)]TJ /T1_6 8.966 Tf 1 0 0 1 512.892 506.187 Tm (x)Tj /T1_7 7.273 Tf 4.563 3.255 Td (k)Tj -0.073 -7.219 Td [(d)-85(n)-40(n)]TJ /T1_12 8.966 Tf 13.979 3.964 Td (;)Tj /T1_6 8.966 Tf 3.736 0 Td (p)Tj /T1_9 7.273 Tf 4.69 3.255 Td (+)Tj /T1_4 8.966 Tf 0.98 0 0 1 547.061 506.187 Tm [(ar)8(e)]TJ 1.009 0 0 1 317.955 494.911 Tm 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/T1_16 8.966 Tf 9.491 10.54 Td (y)Tj /T1_7 7.273 Tf 4.697 -1.345 Td (i)Tj /T1_1 8.966 Tf 2.995 1.345 Td [(l)-45(o)]TJ /T1_16 8.966 Tf 6.662 0 Td (g)Tj /T1_2 8.966 Tf 5.954 0.072 Td (^)Tj /T1_16 8.966 Tf -1.803 -0.072 Td (y)Tj /T1_7 7.273 Tf 4.697 -1.345 Td (i)Tj /T1_9 8.966 Tf 5.4 1.345 Td (+)Tj /T1_3 8.966 Tf 7.695 0 Td (\271)Tj /T1_2 8.966 Tf (1)Tj /T1_3 8.966 Tf 9.148 0 Td (\000)Tj /T1_16 8.966 Tf 7.157 0 Td (y)Tj /T1_7 7.273 Tf 4.697 -1.345 Td (i)Tj /T1_3 8.966 Tf 3.407 1.345 Td (\272)Tj /T1_1 8.966 Tf 2.573 0 Td [(l)-45(o)]TJ /T1_16 8.966 Tf 6.662 0 Td (g)Tj /T1_3 8.966 Tf 4.69 0 Td (\271)Tj /T1_2 8.966 Tf (1)Tj /T1_3 8.966 Tf 9.147 0 Td (\000)Tj /T1_2 8.966 Tf 8.96 0.072 Td (^)Tj /T1_16 8.966 Tf -1.802 -0.072 Td (y)Tj /T1_7 7.273 Tf 4.697 -1.345 Td (i)Tj /T1_3 8.966 Tf 3.407 1.345 Td (\272)Tj /T1_4 8.966 Tf 34.556 0 Td (\(16\))Tj 0.98 0 0 1 317.623 426.92 Tm [(wher)8(e)]TJ /T1_1 8.966 Tf 1 0 0 1 341.901 426.92 Tm (N)Tj /T1_4 8.966 Tf 0.98 0 0 1 351.016 426.92 Tm 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[(is)-311(a)-312(generalization)-311(of)-311(De)-7(epFM)-311(by)-312(learning)-311(the)-311(linear)-311(r)7(egr)8(ession)]TJ 1.015 0 0 1 317.623 139.447 Tm [(w)8(eights)-246(for)-245(the)-246(FM)-246(lay)8(er)-245(\(note)-246(that)-245(in)-246(De)-7(epFM,)-245(units)-246(of)-246(FM)-245(lay)8(er)]TJ 1.02 0 0 1 317.955 128.488 Tm [(ar)8(e)-347(dir)8(e)-7(ctly)-347(linke)-7(d)-347(to)-347(the)-347(output)-347(unit)-347(without)-347(any)-347(co)-7(e\034cients\).)]TJ 0.98 0 0 1 317.525 117.529 Tm [(When)-247(w)8(e)-247(further)-247(r)8(emo)8(v)8(e)-247(the)-247(DNN)-247(part,)-247(and)-247(at)-247(the)-247(same)-247(time)-247(use)-247(a)]TJ 0.995 0 0 1 317.955 106.57 Tm (constant)Tj /T1_23 8.966 Tf 33.595 0 Td [(sum)-252(\033lter)]TJ /T1_4 8.966 Tf 37.012 0 Td [(\()17(which)-252(simply)-251(takes)-252(the)-252(sum)-252(of)-251(inputs)-252(without)]TJ 1.02 0 0 1 317.955 95.611 Tm [(any)-346(parameter)-345(learning\))-346(for)-345(the)-346(featur)8(e)-346(map)10(,)-346(then)-345(xDe)-7(epFM)-346(is)]TJ 1 0 0 1 317.955 84.653 Tm [(do)7(wngrade)-7(d)-250(to)-250(the)-250(traditional)-250(FM)-250(mo)-7(del.)]TJ ET /QITE_maskingtape BMC 1 g 36.9 721.8 537.31 27.9 re f EMC /Artifact <>BDC q 1 0 0 1 54 755.4614258 cm 0 g /GS0 gs /Fm1 Do Q EMC /Artifact <>BDC q 1 0 0 1 349.5759888 755.4614258 cm 0 g /GS0 gs /Fm2 Do Q EMC /Artifact <>BDC q 1 0 0 1 297.6325073 38.5740509 cm 0 g /GS0 gs /Fm3 Do Q EMC endstream endobj 844 0 obj <>>>/Resources 853 0 R/Subtype/Form>>stream 0 g 0 G 0 i 0 J []0 d 0 j 1 w 10 M 0 Tc 0 Tw 100 Tz 0 TL 0 Tr 0 Ts BT /LinuxBiolinum 9 Tf 0 g 0 -8.046 Td (Research ) Tj 35.679 0 Td (Track ) Tj 23.014 0 Td (Paper) Tj ET endstream endobj 845 0 obj <>>>/Resources 850 0 R/Subtype/Form>>stream 0 g 0 G 0 i 0 J []0 d 0 j 1 w 10 M 0 Tc 0 Tw 100 Tz 0 TL 0 Tr 0 Ts BT /LinuxBiolinum 9 Tf 0 g 0 -8.046 Td (KDD ) Tj 20.689 0 Td (2018, ) Tj 20.773 0 Td (August ) Tj 28.679 0 Td (19-23, ) Tj 23.766 0 Td (2018, ) Tj 20.773 0 Td (London, ) Tj 32.321 0 Td (United ) Tj 27.563 0 Td (Kingdom) Tj ET endstream endobj 846 0 obj <>>>/Resources 847 0 R/Subtype/Form>>stream 0 g 0 G 0 i 0 J []0 d 0 j 1 w 10 M 0 Tc 0 Tw 100 Tz 0 TL 0 Tr 0 Ts BT /LinuxBiolinum 9 Tf 0 g 0 -8.046 Td (1758) Tj ET endstream endobj 847 0 obj <> endobj 848 0 obj <> endobj 849 0 obj <>stream /
Research Track Paper
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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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/T1_6 7.97 Tf 28.805 0 Td (k)Tj /T1_1 7.97 Tf 4.933 0 Td [(-th)-343(lay)8(er)-342(of)-343(CIN.)-342(It)-343(compr)8(esses)-342(the)]TJ -33.49 -10.101 Td [(interme)-7(diate)-262(tensor)]TJ /T1_2 7.97 Tf 73.675 0 Td (Z)Tj /T1_3 6.177 Tf 4.943 2.893 Td (k)Tj /T1_4 6.177 Tf 4.311 0 Td (+)Tj /T1_5 6.177 Tf (1)Tj /T1_1 7.97 Tf 9.391 -2.893 Td (to)Tj /T1_6 7.97 Tf 9.377 0 Td (H)Tj /T1_3 6.177 Tf 5.979 -1.543 Td (k)Tj /T1_4 6.177 Tf 4.311 0 Td (+)Tj /T1_5 6.177 Tf (1)Tj /T1_1 7.97 Tf 9.392 1.543 Td [(emb)-10(e)-7(dding)]TJ -121.587 -9.963 Td [(v)8(e)-7(ctors)-250(\()12(aslo)-250(kno)7(wn)-250(as)]TJ /T1_7 7.97 Tf 83.272 0 Td [(featur)8(e)-250(maps)]TJ /T1_1 7.97 Tf 46.788 0 Td (\).)Tj ET q 0.3282318 0 0 0.3282318 408.8939972 553.0859985 cm /Fm2 Do Q BT /T1_1 7.97 Tf 405.701 540.134 Td [(\()17(c\))-250(An)-250(o)7(v)8(er)-15(vie)7(w)-250(of)-250(the)-250(CIN)-250(ar)8(chite)-7(ctur)8(e)10(.)]TJ /T1_1 8.966 Tf -273.72 -23.574 Td [(Figur)8(e)-250(4:)-250(Comp)-7(onents)-250(and)-250(ar)8(chite)-7(ctur)8(e)-250(of)-250(the)-250(Compr)8(esse)-7(d)-250(Interaction)-250(Netw)8(ork)-250(\()10(CIN\).)]TJ /T1_8 8.966 Tf -78.183 -28.194 Td [(calculate)-7(d)-250(via:)]TJ /T1_2 8.966 Tf 56.065 -22.516 Td (X)Tj /T1_6 7.273 Tf 6.239 3.703 Td (k)Tj -0.036 -7.219 Td (h)Tj /T1_9 7.273 Tf 4.131 0 Td (;)Tj /T1_10 7.273 Tf 2.705 0 Td (\003)Tj /T1_4 8.966 Tf 6.415 3.516 Td (=)Tj /T1_6 7.273 Tf 8.229 11.528 Td (H)Tj /T1_3 5.48 Tf 5.457 -1.298 Td (k)Tj /T1_10 5.48 Tf 3.824 0 Td (\000)Tj /T1_5 5.48 Tf (1)Tj /T1_11 8.966 Tf -7.324 -1.055 Td (\325)Tj /T1_6 7.273 Tf 0.418 -19.715 Td (i)Tj /T1_4 7.273 Tf 2.909 0 Td (=)Tj /T1_5 7.273 Tf (1)Tj /T1_6 7.273 Tf 14.477 21.508 Td (m)Tj /T1_11 8.966 Tf -2.454 -1.793 Td (\325)Tj /T1_6 7.273 Tf 0.68 -19.715 Td (j)Tj /T1_4 7.273 Tf 2.749 0 Td (=)Tj /T1_5 7.273 Tf (1)Tj /T1_2 8.966 Tf 9.927 10.54 Td (W)Tj /T1_6 7.273 Tf 8.84 4.211 Td (k)Tj /T1_9 7.273 Tf 4.102 0 Td (;)Tj /T1_6 7.273 Tf 2.56 0 Td (h)Tj -6.662 -7.514 Td [(i)-118(j)]TJ /T1_10 8.966 Tf 11.691 3.303 Td (\271)Tj /T1_2 8.966 Tf (X)Tj /T1_6 7.273 Tf 9.225 3.703 Td (k)Tj /T1_10 7.273 Tf 4.501 0 Td (\000)Tj /T1_5 7.273 Tf (1)Tj /T1_6 7.273 Tf -4.501 -6.55 Td (i)Tj /T1_9 7.273 Tf 2.509 0 Td (;)Tj /T1_10 7.273 Tf 2.705 0 Td (\003)Tj /T1_10 8.966 Tf 9.785 2.847 Td (\016)Tj /T1_2 8.966 Tf 6.449 0 Td (X)Tj /T1_5 7.273 Tf 6.348 3.703 Td (0)Tj /T1_6 7.273 Tf 0.255 -6.55 Td (j)Tj /T1_9 7.273 Tf 2.349 0 Td (;)Tj /T1_10 7.273 Tf 2.705 0 Td (\003)Tj /T1_10 8.966 Tf 3.924 2.847 Td (\272)Tj /T1_8 8.966 Tf 49.538 0 Td (\(6\))Tj 1.02 0 0 1 53.467 439.363 Tm [(wher)8(e)]TJ /T1_5 8.966 Tf 25.086 0 Td (1)Tj /T1_10 8.966 Tf 1 0 0 1 86.263 439.363 Tm (\024)Tj /T1_12 8.966 Tf 8.254 0 Td (h)Tj /T1_10 8.966 Tf 7.923 0 Td (\024)Tj /T1_12 8.966 Tf 8.478 0 Td (H)Tj /T1_6 7.273 Tf 6.239 -1.964 Td (k)Tj /T1_8 8.966 Tf 1.02 0 0 1 122.157 439.363 Tm (,)Tj /T1_2 8.966 Tf 1 0 0 1 126.499 439.363 Tm (W)Tj /T1_6 7.273 Tf 8.839 3.255 Td (k)Tj /T1_9 7.273 Tf 4.102 0 Td (;)Tj /T1_6 7.273 Tf 2.56 0 Td (h)Tj /T1_10 8.966 Tf 7.895 -3.255 Td (2)Tj /T1_13 8.966 Tf 7.671 0 Td (R)Tj /T1_6 7.273 Tf 6.017 3.255 Td (H)Tj /T1_3 5.48 Tf 5.456 -1.297 Td (k)Tj /T1_10 5.48 Tf 3.825 0 Td (\000)Tj /T1_5 5.48 Tf (1)Tj /T1_10 7.273 Tf 6.531 1.297 Td (\002)Tj /T1_6 7.273 Tf 4.349 0 Td (m)Tj /T1_8 8.966 Tf 1.02 0 0 1 193.248 439.363 Tm [(is)-255(the)-254(parameter)-255(matrix)-255(for)]TJ 1.018 0 0 1 53.798 428.404 Tm (the)Tj /T1_12 8.966 Tf 1 0 0 1 67.51 428.404 Tm (h)Tj /T1_8 8.966 Tf 1.018 0 0 1 72.478 428.404 Tm [(-th)-245(featur)7(e)-245(v)8(e)-7(ctor)58(,)-246(and)]TJ /T1_10 8.966 Tf 1 0 0 1 157.147 428.404 Tm (\016)Tj /T1_8 8.966 Tf 1.018 0 0 1 163.844 428.404 Tm [(denotes)-245(the)-246(Hadamar)8(d)-245(pr)7(o)-6(duct,)-246(for)]TJ 0.98 0 0 1 53.798 416.91 Tm [(e)7(xample)10(,)]TJ /T1_10 8.966 Tf 1 0 0 1 87.642 416.91 Tm (h)Tj /T1_12 8.966 Tf 2.959 0 Td (a)Tj /T1_5 7.273 Tf 4.672 -1.345 Td (1)Tj /T1_14 8.966 Tf 3.79 1.345 Td (;)Tj /T1_12 8.966 Tf 3.44 0 Td (a)Tj /T1_5 7.273 Tf 4.672 -1.345 Td (2)Tj /T1_14 8.966 Tf 3.79 1.345 Td (;)Tj /T1_12 8.966 Tf 3.44 0 Td (a)Tj /T1_5 7.273 Tf 4.671 -1.345 Td (3)Tj /T1_10 8.966 Tf 3.88 1.345 Td [(i)-103(\016)-102(h)]TJ /T1_12 8.966 Tf 12.341 0 Td (b)Tj /T1_5 7.273 Tf 4.51 -1.345 Td (1)Tj /T1_14 8.966 Tf 3.79 1.345 Td (;)Tj /T1_12 8.966 Tf 3.27 0 Td (b)Tj /T1_5 7.273 Tf 4.51 -1.345 Td (2)Tj /T1_14 8.966 Tf 3.79 1.345 Td (;)Tj /T1_12 8.966 Tf 3.27 0 Td (b)Tj /T1_5 7.273 Tf 4.51 -1.345 Td (3)Tj /T1_10 8.966 Tf 3.88 1.345 Td (i)Tj /T1_4 8.966 Tf 6.104 0 Td (=)Tj /T1_10 8.966 Tf 8.552 0 Td (h)Tj /T1_12 8.966 Tf 2.959 0 Td (a)Tj /T1_5 7.273 Tf 4.671 -1.345 Td (1)Tj /T1_12 8.966 Tf 3.414 1.345 Td (b)Tj /T1_5 7.273 Tf 4.51 -1.345 Td (1)Tj /T1_14 8.966 Tf 3.79 1.345 Td (;)Tj /T1_12 8.966 Tf 3.441 0 Td (a)Tj /T1_5 7.273 Tf 4.671 -1.345 Td (2)Tj /T1_12 8.966 Tf 3.414 1.345 Td (b)Tj /T1_5 7.273 Tf 4.51 -1.345 Td (2)Tj /T1_14 8.966 Tf 3.79 1.345 Td (;)Tj /T1_12 8.966 Tf 3.44 0 Td (a)Tj /T1_5 7.273 Tf 4.672 -1.345 Td (3)Tj /T1_12 8.966 Tf 3.413 1.345 Td (b)Tj /T1_5 7.273 Tf 4.51 -1.345 Td (3)Tj /T1_10 8.966 Tf 3.88 1.345 Td (i)Tj /T1_8 8.966 Tf 0.98 0 0 1 244.182 416.91 Tm [(.)-194(Note)-194(that)]TJ /T1_2 8.966 Tf 1 0 0 1 282.806 416.91 Tm (X)Tj /T1_6 7.273 Tf 6.239 3.255 Td (k)Tj /T1_8 8.966 Tf 1.005 0 0 1 53.798 405.416 Tm [(is)-248(deriv)8(e)-7(d)-248(via)-249(the)-248(interactions)-248(b)-10(etw)8(e)-7(en)]TJ /T1_2 8.966 Tf 1 0 0 1 198.204 405.416 Tm (X)Tj /T1_6 7.273 Tf 6.239 3.254 Td (k)Tj /T1_10 7.273 Tf 4.502 0 Td (\000)Tj /T1_5 7.273 Tf (1)Tj /T1_8 8.966 Tf 1.005 0 0 1 219.687 405.416 Tm (and)Tj /T1_2 8.966 Tf 1 0 0 1 235.486 405.416 Tm (X)Tj /T1_5 7.273 Tf 6.348 3.254 Td (0)Tj /T1_8 8.966 Tf 1.005 0 0 1 245.714 405.416 Tm [(,)-248(thus)-248(featur)8(e)]TJ 0.99 0 0 1 53.798 394.457 Tm [(interactions)-254(ar)8(e)-253(measur)8(e)-7(d)-254(e)7(xplicitly)-254(and)-254(the)-253(degr)8(e)-7(e)-254(of)-254(interactions)]TJ 0.98 0 0 1 53.798 383.498 Tm [(incr)8(eases)-255(with)-256(the)-256(lay)8(er)-255(depth.)-256(The)-255(structur)8(e)-256(of)-255(CIN)-256(is)-256(v)9(er)-16(y)-255(similar)]TJ 0.996 0 0 1 53.798 372.539 Tm [(to)-251(the)-252(Re)-7(curr)8(ent)-251(Neural)-252(Netw)8(ork)-251(\(RNN\),)-251(wher)8(e)-252(the)-251(outputs)-251(of)-252(the)]TJ 1.02 0 0 1 53.798 361.58 Tm [(ne)7(xt)-268(hidden)-267(lay)8(er)-267(ar)7(e)-267(dep)-7(endent)-267(on)-268(the)-267(last)-267(hidden)-268(lay)8(er)-267(and)-268(an)]TJ 0.985 0 0 1 53.798 350.621 Tm [(additional)-254(input.)-254(W)81(e)-254(hold)-254(the)-254(structur)8(e)-254(of)-254(emb)-10(e)-7(dding)-254(v)8(e)-7(ctors)-254(at)-254(all)]TJ 1 0 0 1 53.798 339.662 Tm [(lay)8(ers,)-250(thus)-250(the)-250(interactions)-250(ar)8(e)-250(applie)-7(d)-250(at)-250(the)-250(v)8(e)-7(ctor-wise)-250(le)7(v)8(el.)]TJ 1.004 0 0 1 63.761 328.703 Tm [(It)-248(is)-248(inter)8(esting)-248(to)-248(p)-7(oint)-248(out)-249(that)-248(Equation)-248(6)-248(has)-248(str)8(ong)-248(conne)-7(c-)]TJ 0.98 0 0 1 53.798 317.744 Tm [(tions)-245(with)-244(the)-245(w)8(ell-kno)8(wn)-245(Conv)8(olutional)-244(Neural)-245(Netw)8(orks)-244(\()10(CNNs\))]TJ 1.02 0 0 1 53.798 306.785 Tm [(in)-312(comp)1(uter)-312(vision.)-312(A)12(s)-312(sho)7(wn)-311(in)-312(Figur)8(e)-311(4a,)-312(w)8(e)-311(intr)7(o)-6(duce)-312(an)-311(in-)]TJ 0 -11.494 TD [(terme)-7(diate)-271(tensor)]TJ /T1_2 8.966 Tf 1 0 0 1 122.286 295.291 Tm (Z)Tj /T1_6 7.273 Tf 5.486 3.255 Td (k)Tj /T1_4 7.273 Tf 4.502 0 Td (+)Tj /T1_5 7.273 Tf (1)Tj /T1_8 8.966 Tf 1.02 0 0 1 140.779 295.291 Tm [(,)-271(which)-271(is)-271(the)-270(outer)-271(pr)8(o)-7(ducts)-271(\()12(along)-271(each)]TJ 0.982 0 0 1 53.798 283.797 Tm [(emb)-10(e)-7(dding)-254(dimension\))-255(of)-254(hidden)-254(lay)8(er)]TJ /T1_2 8.966 Tf 1 0 0 1 194.869 283.797 Tm (X)Tj /T1_6 7.273 Tf 6.239 3.255 Td (k)Tj /T1_8 8.966 Tf 0.982 0 0 1 208.345 283.797 Tm [(and)-254(original)-254(featur)8(e)-254(ma-)]TJ 0.995 0 0 1 53.798 272.302 Tm (trix)Tj /T1_2 8.966 Tf 1 0 0 1 68.962 272.302 Tm (X)Tj /T1_5 7.273 Tf 6.349 3.255 Td (0)Tj /T1_8 8.966 Tf 0.995 0 0 1 79.191 272.302 Tm [(.)-251(Then)]TJ /T1_2 8.966 Tf 1 0 0 1 104.576 272.302 Tm (Z)Tj /T1_6 7.273 Tf 5.486 3.255 Td (k)Tj /T1_4 7.273 Tf 4.502 0 Td (+)Tj /T1_5 7.273 Tf (1)Tj /T1_8 8.966 Tf 0.995 0 0 1 125.306 272.302 Tm [(can)-251(b)-10(e)-251(r)9(egar)8(de)-7(d)-251(as)-251(a)-251(sp)-7(e)-7(cial)-250(typ)-7(e)-251(of)-251(image)-251(and)]TJ /T1_2 8.966 Tf 1 0 0 1 53.35 260.808 Tm (W)Tj /T1_6 7.273 Tf 8.839 3.255 Td (k)Tj /T1_9 7.273 Tf 4.102 0 Td (;)Tj /T1_6 7.273 Tf 2.56 0 Td (h)Tj /T1_8 8.966 Tf 0.98 0 0 1 75.813 260.808 Tm [(is)-220(a)-220(\033lter)60(.)-220(W)82(e)-220(slide)-220(the)-220(\033lter)-220(acr)8(oss)]TJ /T1_2 8.966 Tf 1 0 0 1 198.69 260.808 Tm (Z)Tj /T1_6 7.273 Tf 5.486 3.255 Td (k)Tj /T1_4 7.273 Tf 4.501 0 Td (+)Tj /T1_5 7.273 Tf (1)Tj /T1_8 8.966 Tf 0.98 0 0 1 219.115 260.808 Tm [(along)-220(the)-220(emb)-10(e)-7(dding)]TJ 1.02 0 0 1 53.798 249.849 Tm [(dimension)-313(\(D)9(\))-313(as)-313(sho)7(wn)-314(in)-313(Figur)8(e)-314(4b,)-313(and)-313(get)-314(an)-313(hidden)-313(v)7(e)-6(ctor)]TJ /T1_2 8.966 Tf 1 0 0 1 53.484 238.355 Tm (X)Tj /T1_6 7.273 Tf 6.24 3.254 Td (k)Tj /T1_4 7.273 Tf 4.501 0 Td (+)Tj /T1_5 7.273 Tf (1)Tj /T1_6 7.273 Tf -4.501 -6.55 Td (i)Tj /T1_9 7.273 Tf 2.509 0 Td (;)Tj /T1_10 7.273 Tf 2.705 0 Td (\003)Tj /T1_8 8.966 Tf 1.02 0 0 1 72.731 238.355 Tm [(,)-319(which)-320(is)-319(usually)-319(calle)-7(d)-320(a)]TJ /T1_15 8.966 Tf 99.535 0 Td [(featur)8(e)-320(map)]TJ /T1_8 8.966 Tf 46.58 0 Td [(in)-319(computer)-320(vision.)]TJ 0.98 0 0 1 53.529 224.634 Tm [(Ther)8(efor)8(e)11(,)]TJ /T1_2 8.966 Tf 1 0 0 1 92.759 224.634 Tm (X)Tj /T1_6 7.273 Tf 6.239 3.254 Td (k)Tj /T1_8 8.966 Tf 0.98 0 0 1 106.081 224.634 Tm [(is)-237(a)-237(colle)-7(ction)-237(of)]TJ /T1_12 8.966 Tf 1 0 0 1 166.14 224.634 Tm (H)Tj /T1_6 7.273 Tf 6.239 -1.964 Td (k)Tj /T1_8 8.966 Tf 0.98 0 0 1 179.462 224.634 Tm [(di\035er)8(ent)]TJ /T1_15 8.966 Tf 33.283 0 Td [(featur)8(e)-237(maps)]TJ /T1_8 8.966 Tf [(.)-237(The)-237(term)]TJ -162.545 -10.959 Td (\020)Tj /T1_15 8.966 Tf [(compr)8(esse)-7(d)]TJ /T1_8 8.966 Tf 43.892 0 Td [(")-209(in)-210(the)-209(name)-209(of)-209(CIN)-210(indicates)-209(that)-209(the)]TJ /T1_12 8.966 Tf 1 0 0 1 232.356 213.675 Tm (k)Tj /T1_8 8.966 Tf 0.98 0 0 1 237.386 213.675 Tm [(-th)-209(hidden)-210(lay)9(er)]TJ 0.983 0 0 1 53.798 202.716 Tm [(compr)8(ess)-254(the)-255(p)-7(otential)-254(space)-255(of)]TJ /T1_12 8.966 Tf 1 0 0 1 169.109 202.716 Tm (H)Tj /T1_6 7.273 Tf 6.239 -1.964 Td (k)Tj /T1_10 7.273 Tf 4.502 0 Td (\000)Tj /T1_5 7.273 Tf (1)Tj /T1_10 8.966 Tf 10.499 1.964 Td (\002)Tj /T1_12 8.966 Tf 7.131 0 Td (m)Tj /T1_8 8.966 Tf 0.983 0 0 1 207.012 202.716 Tm [(v)8(e)-7(ctors)-254(do)7(wn)-255(to)]TJ /T1_12 8.966 Tf 1 0 0 1 267.016 202.716 Tm (H)Tj /T1_6 7.273 Tf 6.239 -1.964 Td (k)Tj /T1_8 8.966 Tf 0.983 0 0 1 280.497 202.716 Tm [(v)8(e)-7(c-)]TJ 1 0 0 1 53.798 191.757 Tm (tors.)Tj 0.983 0 0 1 63.761 180.798 Tm [(Figur)8(e)-255(4c)-256(pr)8(o)8(vides)-256(an)-255(o)7(v)8(er)-15(vie)7(w)-255(of)-256(the)-255(ar)8(chite)-7(ctur)8(e)-255(of)-256(CIN.)-255(Let)-256(T)]TJ 0.98 0 0 1 53.798 169.304 Tm [(denotes)-221(the)-221(depth)-220(of)-221(the)-221(netw)8(ork.)-221(Ev)9(er)-16(y)-220(hidden)-221(lay)8(er)]TJ /T1_2 8.966 Tf 1 0 0 1 245.223 169.304 Tm (X)Tj /T1_6 7.273 Tf 6.239 3.254 Td (k)Tj /T1_14 8.966 Tf 4.91 -3.254 Td (;)Tj /T1_12 8.966 Tf 3.377 0 Td (k)Tj /T1_10 8.966 Tf 7.7 0 Td [(2)-298(\273)]TJ /T1_5 8.966 Tf 0.98 0 0 1 277.911 169.304 Tm (1)Tj /T1_14 8.966 Tf 1 0 0 1 281.907 169.304 Tm (;)Tj /T1_12 8.966 Tf 3.019 0 Td (T)Tj /T1_10 8.966 Tf 6.133 0 Td (\274)Tj /T1_8 8.966 Tf 0.988 0 0 1 53.798 158.345 Tm [(has)-253(a)-253(conne)-7(ction)-253(with)-253(output)-253(units.)-253(W)81(e)-253(\033rst)-253(apply)-253(sum)-253(p)-7(o)-8(oling)-253(on)]TJ 1 0 0 1 53.798 147.386 Tm [(each)-250(featur)8(e)-250(map)-250(of)-250(the)-250(hidden)-250(lay)8(er:)]TJ /T1_12 8.966 Tf 95.539 -23.969 Td (p)Tj /T1_6 7.273 Tf 4.724 3.703 Td (k)Tj -0.224 -6.55 Td (i)Tj /T1_4 8.966 Tf 7.715 2.847 Td (=)Tj /T1_6 7.273 Tf 11.27 10.968 Td (D)Tj /T1_11 8.966 Tf -3.077 -1.793 Td (\325)Tj /T1_6 7.273 Tf 0.68 -19.715 Td (j)Tj /T1_4 7.273 Tf 2.749 0 Td (=)Tj /T1_5 7.273 Tf (1)Tj /T1_2 8.966 Tf 9.928 10.54 Td (X)Tj /T1_6 7.273 Tf 6.239 3.703 Td (k)Tj 0 -6.55 TD (i)Tj /T1_9 7.273 Tf 2.509 0 Td (;)Tj /T1_6 7.273 Tf 2.96 0 Td (j)Tj /T1_8 8.966 Tf 89.721 2.847 Td (\(7\))Tj 0.98 0 0 1 53.798 96.93 Tm (for)Tj /T1_12 8.966 Tf 1 0 0 1 65.356 96.93 Tm (i)Tj /T1_10 8.966 Tf 5.754 0 Td [(2)-298(\273)]TJ /T1_5 8.966 Tf 0.98 0 0 1 81.572 96.93 Tm (1)Tj /T1_14 8.966 Tf 1 0 0 1 85.568 96.93 Tm (;)Tj /T1_12 8.966 Tf 3.557 0 Td (H)Tj /T1_6 7.273 Tf 6.239 -1.964 Td (k)Tj /T1_10 8.966 Tf 5 1.964 Td (\274)Tj /T1_8 8.966 Tf 0.98 0 0 1 103.35 96.93 Tm [(.)-171(Thus,)-170(w)8(e)-170(hav)8(e)-170(a)-170(p)-7(o)-7(oling)-170(v)8(e)-7(ctor)]TJ /T1_2 8.966 Tf 1 0 0 1 217.074 96.93 Tm (p)Tj /T1_6 7.273 Tf 4.58 3.255 Td (k)Tj /T1_4 8.966 Tf 7.491 -3.255 Td (=)Tj /T1_10 8.966 Tf 8.193 0 Td (\273)Tj /T1_12 8.966 Tf 2.537 0 Td (p)Tj /T1_6 7.273 Tf 4.724 3.255 Td (k)Tj /T1_5 7.273 Tf -0.115 -6.569 Td (1)Tj /T1_14 8.966 Tf 5.025 3.314 Td (;)Tj /T1_12 8.966 Tf 3.288 0 Td (p)Tj /T1_6 7.273 Tf 4.724 3.255 Td (k)Tj /T1_5 7.273 Tf -0.115 -6.569 Td (2)Tj /T1_14 8.966 Tf 5.025 3.314 Td [(;)-183(:)-33(:)-33(:)-7(;)]TJ /T1_12 8.966 Tf 14.546 0 Td (p)Tj /T1_6 7.273 Tf 4.724 3.255 Td (k)Tj -0.078 -6.841 Td (H)Tj /T1_3 5.48 Tf 5.456 -1.298 Td (k)Tj /T1_10 8.966 Tf 4.821 4.884 Td (\274)Tj /T1_8 8.966 Tf 0.995 0 0 1 53.467 84.758 Tm [(with)-251(length)]TJ /T1_12 8.966 Tf 1 0 0 1 97.732 84.758 Tm (H)Tj /T1_6 7.273 Tf 6.239 -1.964 Td (k)Tj /T1_8 8.966 Tf 0.995 0 0 1 111.214 84.758 Tm [(for)-251(the)]TJ /T1_12 8.966 Tf 1 0 0 1 137.528 84.758 Tm (k)Tj /T1_8 8.966 Tf 0.995 0 0 1 142.558 84.758 Tm [(-th)-251(hidden)-252(lay)8(er)60(.)-252(All)-251(p)-7(o)-7(oling)-252(v)8(e)-7(ctors)-251(fr)8(om)]TJ 1.017 0 0 1 317.955 488.366 Tm [(hidden)-247(lay)8(ers)-248(ar)8(e)-247(concatenate)-7(d)-247(b)-10(efor)8(e)-248(conne)-6(cte)-7(d)-248(to)-247(output)-247(units:)]TJ /T1_2 8.966 Tf 1 0 0 1 317.955 475.445 Tm (p)Tj /T1_4 7.273 Tf 4.69 3.254 Td (+)Tj /T1_4 8.966 Tf 7.83 -3.254 Td (=)Tj /T1_10 8.966 Tf 8.41 0 Td (\273)Tj /T1_2 8.966 Tf (p)Tj /T1_5 7.273 Tf 7.675 3.254 Td (1)Tj /T1_14 8.966 Tf 3.791 -3.254 Td (;)Tj /T1_2 8.966 Tf 3.736 0 Td (p)Tj /T1_5 7.273 Tf 4.689 3.254 Td (2)Tj /T1_14 8.966 Tf 3.79 -3.254 Td [(;)-183(:)-33(:)-33(:)-7(;)]TJ /T1_2 8.966 Tf 14.995 0 Td (p)Tj /T1_6 7.273 Tf 4.29 3.254 Td (T)Tj /T1_10 8.966 Tf 5.901 -3.254 Td [(\274)-322(2)]TJ /T1_13 8.966 Tf 13.565 0 Td (R)Tj /T1_11 7.273 Tf 5.981 8.345 Td (\315)Tj /T1_3 5.48 Tf 5.63 -2.115 Td (T)Tj 0.219 -5.015 Td (i)Tj /T1_4 5.48 Tf 2.504 0 Td (=)Tj /T1_5 5.48 Tf (1)Tj /T1_6 7.273 Tf 7.779 2.039 Td (H)Tj /T1_3 5.48 Tf 5.457 -1.091 Td (i)Tj /T1_8 8.966 Tf 1.02 0 0 1 432.387 475.445 Tm [(.)-256(If)-256(w)8(e)-255(use)-256(CIN)-256(dir)8(e)-7(ctly)-256(for)-255(binar)-15(y)]TJ 1 0 0 1 317.955 464.486 Tm [(classi\033cation,)-250(the)-250(output)-250(unit)-250(is)-250(a)-250(sigmoid)-250(no)-7(de)-250(on)]TJ /T1_2 8.966 Tf 186.752 0 Td (p)Tj /T1_4 7.273 Tf 4.689 3.254 Td (+)Tj /T1_8 8.966 Tf 5.124 -3.254 Td (:)Tj /T1_16 8.966 Tf -115.559 -19.788 Td (y)Tj /T1_4 8.966 Tf 7.521 0 Td (=)Tj /T1_5 8.966 Tf 37.1 6.071 Td (1)Tj ET q 1 0 0 1 415.8710022 447.003006 cm 0.502 w 0 0 m 59.592 0 l S Q BT /T1_5 8.966 Tf 415.871 436.996 Td (1)Tj /T1_4 8.966 Tf 6.161 0 Td (+)Tj /T1_12 8.966 Tf 7.382 0 Td [(e)-40(x)-40(p)]TJ /T1_10 8.966 Tf 13.404 0 Td (\271)Tj /T1_2 8.966 Tf (p)Tj /T1_4 7.273 Tf 7.676 2.591 Td (+)Tj /T1_6 7.273 Tf 4.723 0.909 Td (T)Tj /T1_2 8.966 Tf 5.902 -3.5 Td (w)Tj /T1_6 7.273 Tf 6.83 2.591 Td (o)Tj /T1_10 8.966 Tf 4.528 -2.591 Td (\272)Tj /T1_8 8.966 Tf 76.211 7.702 Td (\(8\))Tj -231.065 -22.341 Td [(wher)8(e)]TJ /T1_2 8.966 Tf 25.043 0 Td (w)Tj /T1_6 7.273 Tf 6.831 3.254 Td (o)Tj /T1_8 8.966 Tf 6.769 -3.254 Td [(ar)8(e)-250(the)-250(r)8(egr)8(ession)-250(parameters.)]TJ /T1_1 10.909 Tf -38.311 -21.821 Td [(3.2)-1000(CIN)-250(Analysis)]TJ /T1_8 8.966 Tf 1.011 0 0 1 317.525 386.838 Tm [(W)79(e)-247(analyze)-248(the)-248(pr)8(op)-7(ose)-7(d)-247(CIN)-248(to)-248(study)-247(the)-248(mo)-7(del)-247(comple)7(xity)-248(and)]TJ 1 0 0 1 317.955 375.879 Tm [(the)-250(p)-7(otential)-250(e\035e)-7(ctiv)8(eness.)]TJ /T1_17 8.966 Tf 0.988 0 0 1 327.918 358.791 Tm [(3.2.1)-1012(Space)-254(Comple)7(xity)60(.)]TJ /T1_8 8.966 Tf 93.868 0 Td (The)Tj /T1_12 8.966 Tf 1 0 0 1 436.521 358.791 Tm (h)Tj /T1_8 8.966 Tf 0.988 0 0 1 441.488 358.791 Tm [(-th)-254(featur)8(e)-254(map)-254(at)-254(the)]TJ /T1_12 8.966 Tf 1 0 0 1 522.399 358.791 Tm (k)Tj /T1_8 8.966 Tf 0.988 0 0 1 527.429 358.791 Tm [(-th)-254(lay)8(er)]TJ 1.014 0 0 1 317.955 347.283 Tm (contains)Tj /T1_12 8.966 Tf 1 0 0 1 351.384 347.283 Tm (H)Tj /T1_6 7.273 Tf 6.239 -1.964 Td (k)Tj /T1_10 7.273 Tf 4.502 0 Td (\000)Tj /T1_5 7.273 Tf (1)Tj /T1_10 8.966 Tf 10.498 1.964 Td (\002)Tj /T1_12 8.966 Tf 7.129 0 Td (m)Tj /T1_8 8.966 Tf 1.014 0 0 1 389.283 347.283 Tm [(parameters,)-247(which)-246(is)-247(e)7(xactly)-246(the)-247(size)-246(of)]TJ /T1_2 8.966 Tf 1 0 0 1 537.052 347.283 Tm (W)Tj /T1_6 7.273 Tf 8.84 3.255 Td (k)Tj /T1_9 7.273 Tf 4.101 0 Td (;)Tj /T1_6 7.273 Tf 2.56 0 Td (h)Tj /T1_8 8.966 Tf 1.014 0 0 1 557.582 347.283 Tm (.)Tj 1.013 0 0 1 317.686 336.324 Tm [(Thus,)-246(ther)7(e)-246(ar)8(e)]TJ /T1_12 8.966 Tf 1 0 0 1 375.597 336.324 Tm (H)Tj /T1_6 7.273 Tf 6.239 -1.964 Td (k)Tj /T1_10 8.966 Tf 6.984 1.964 Td (\002)Tj /T1_12 8.966 Tf 7.507 0 Td (H)Tj /T1_6 7.273 Tf 6.239 -1.964 Td (k)Tj /T1_10 7.273 Tf 4.502 0 Td (\000)Tj /T1_5 7.273 Tf (1)Tj /T1_10 8.966 Tf 10.489 1.964 Td (\002)Tj /T1_12 8.966 Tf 7.121 0 Td (m)Tj /T1_8 8.966 Tf 1.013 0 0 1 434.206 336.324 Tm [(parameters)-246(at)-247(the)]TJ /T1_12 8.966 Tf 1 0 0 1 500.882 336.324 Tm (k)Tj /T1_8 8.966 Tf 1.013 0 0 1 505.912 336.324 Tm [(-th)-246(lay)7(er)59(.)-247(Con-)]TJ 1.02 0 0 1 317.955 325.365 Tm [(sidering)-298(the)-299(last)-298(r)8(egr)7(ession)-298(lay)8(er)-299(for)-298(the)-298(output)-299(unit,)-298(which)-299(has)]TJ /T1_11 8.966 Tf 1 0 0 1 317.955 320.311 Tm (\315)Tj /T1_6 7.273 Tf 6.845 -2.807 Td (T)Tj 0.291 -7.154 Td (k)Tj /T1_4 7.273 Tf 4.502 0 Td (=)Tj /T1_5 7.273 Tf (1)Tj /T1_12 8.966 Tf 9.82 3.685 Td (H)Tj /T1_6 7.273 Tf 6.239 -1.964 Td (k)Tj /T1_8 8.966 Tf 1.02 0 0 1 353.39 314.035 Tm [(parameters,)-299(the)-300(total)-299(numb)-10(er)-299(of)-299(parameters)-300(for)-299(CIN)-299(is)]TJ /T1_11 8.966 Tf 1 0 0 1 317.955 307.328 Tm (\315)Tj /T1_6 7.273 Tf 6.845 -2.807 Td (T)Tj 0.291 -7.154 Td (k)Tj /T1_4 7.273 Tf 4.502 0 Td (=)Tj /T1_5 7.273 Tf (1)Tj /T1_12 8.966 Tf 9.82 3.685 Td (H)Tj /T1_6 7.273 Tf 6.239 -1.964 Td (k)Tj /T1_10 8.966 Tf 7.348 1.964 Td [(\002)-262(\271)]TJ /T1_5 8.966 Tf 1.02 0 0 1 364.036 301.052 Tm (1)Tj /T1_4 8.966 Tf 1 0 0 1 370.637 301.052 Tm (+)Tj /T1_12 8.966 Tf 7.871 0 Td (H)Tj /T1_6 7.273 Tf 6.239 -1.964 Td (k)Tj /T1_10 7.273 Tf 4.502 0 Td (\000)Tj /T1_5 7.273 Tf (1)Tj /T1_10 8.966 Tf 10.853 1.964 Td (\002)Tj /T1_12 8.966 Tf 7.486 0 Td (m)Tj /T1_10 8.966 Tf 7.29 0 Td (\272)Tj /T1_8 8.966 Tf 1.02 0 0 1 417.863 301.052 Tm [(.)-289(Note)-289(that)-289(CIN)-288(is)-289(indep)-7(endent)-289(of)-289(the)]TJ 0.98 0 0 1 317.955 290.093 Tm [(emb)-10(e)-7(dding)-198(dimension)]TJ /T1_12 8.966 Tf 1 0 0 1 398.507 290.093 Tm (D)Tj /T1_8 8.966 Tf 0.98 0 0 1 404.981 290.093 Tm [(.)-198(In)-197(contrast,)-198(a)-197(plain)]TJ /T1_12 8.966 Tf 1 0 0 1 475.456 290.093 Tm (T)Tj /T1_8 8.966 Tf 0.98 0 0 1 481.589 290.093 Tm [(-lay)8(ers)-197(DNN)-198(contains)]TJ /T1_12 8.966 Tf 1 0 0 1 317.39 278.762 Tm (m)Tj /T1_10 8.966 Tf 9.28 0 Td (\002)Tj /T1_12 8.966 Tf 7.603 0 Td (D)Tj /T1_10 8.966 Tf 8.464 0 Td (\002)Tj /T1_12 8.966 Tf 7.514 0 Td (H)Tj /T1_5 7.273 Tf 6.348 -1.344 Td (1)Tj /T1_4 8.966 Tf 5.87 1.344 Td (+)Tj /T1_12 8.966 Tf 7.514 0 Td (H)Tj /T1_6 7.273 Tf 5.948 -1.585 Td (T)Tj /T1_4 8.966 Tf 7.892 1.585 Td (+)Tj /T1_11 8.966 Tf 7.693 6.277 Td (\315)Tj /T1_6 7.273 Tf 6.845 -2.807 Td (T)Tj 0.291 -7.154 Td (k)Tj /T1_4 7.273 Tf 4.501 0 Td (=)Tj /T1_5 7.273 Tf (2)Tj /T1_12 8.966 Tf 9.821 3.684 Td (H)Tj /T1_6 7.273 Tf 6.239 -1.963 Td (k)Tj /T1_10 8.966 Tf 6.99 1.963 Td (\002)Tj /T1_12 8.966 Tf 7.514 0 Td (H)Tj /T1_6 7.273 Tf 6.239 -1.963 Td (k)Tj /T1_10 7.273 Tf 4.501 0 Td (\000)Tj /T1_5 7.273 Tf (1)Tj /T1_8 8.966 Tf 0.998 0 0 1 455.204 278.762 Tm [(parameters,)-250(and)-251(the)-250(numb)-10(er)]TJ 1 0 0 1 317.955 267.804 Tm [(of)-250(parameters)-250(will)-250(incr)8(ease)-250(with)-250(the)-250(emb)-10(e)-7(dding)-250(dimension)]TJ /T1_12 8.966 Tf 217.147 0 Td (D)Tj /T1_8 8.966 Tf 6.474 0 Td (.)Tj 0.985 0 0 1 327.918 256.309 Tm (Usually)Tj /T1_12 8.966 Tf 1 0 0 1 356.81 256.309 Tm (m)Tj /T1_8 8.966 Tf 0.985 0 0 1 366.337 256.309 Tm (and)Tj /T1_12 8.966 Tf 1 0 0 1 381.688 256.309 Tm (H)Tj /T1_6 7.273 Tf 6.239 -1.964 Td (k)Tj /T1_8 8.966 Tf 0.985 0 0 1 395.164 256.309 Tm [(will)-253(not)-254(b)-10(e)-253(v)8(er)-15(y)-254(large)11(,)-254(so)-253(the)-254(scale)-253(of)]TJ /T1_2 8.966 Tf 1 0 0 1 529.596 256.309 Tm (W)Tj /T1_6 7.273 Tf 8.84 3.255 Td (k)Tj /T1_9 7.273 Tf 4.101 0 Td (;)Tj /T1_6 7.273 Tf 2.56 0 Td (h)Tj /T1_8 8.966 Tf 0.985 0 0 1 552.364 256.309 Tm (is)Tj 1.009 0 0 1 317.955 245.35 Tm [(acceptable)10(.)-247(When)-247(ne)-7(cessar)-15(y)58(,)-247(w)8(e)-247(can)-247(e)7(xploit)-247(a)]TJ /T1_12 8.966 Tf 1 0 0 1 487.175 245.35 Tm (L)Tj /T1_8 8.966 Tf 1.009 0 0 1 491.963 245.35 Tm [(-or)8(der)-247(de)-7(comp)-7(osi-)]TJ 0.997 0 0 1 317.955 233.856 Tm [(tion)-251(and)-252(r)9(eplace)]TJ /T1_2 8.966 Tf 1 0 0 1 378.902 233.856 Tm (W)Tj /T1_6 7.273 Tf 8.839 3.255 Td (k)Tj /T1_9 7.273 Tf 4.102 0 Td (;)Tj /T1_6 7.273 Tf 2.56 0 Td (h)Tj /T1_8 8.966 Tf 0.997 0 0 1 401.678 233.856 Tm [(with)-251(tw)8(o)-251(smaller)-252(matrices)]TJ /T1_2 8.966 Tf 1 0 0 1 499.037 233.856 Tm (U)Tj /T1_6 7.273 Tf 5.97 3.255 Td (k)Tj /T1_9 7.273 Tf 4.102 0 Td (;)Tj /T1_6 7.273 Tf 2.56 0 Td (h)Tj /T1_10 8.966 Tf 7.709 -3.255 Td (2)Tj /T1_13 8.966 Tf 7.486 0 Td (R)Tj /T1_6 7.273 Tf 6.017 3.255 Td (H)Tj /T1_3 5.48 Tf 5.456 -1.297 Td (k)Tj /T1_10 5.48 Tf 3.825 0 Td (\000)Tj /T1_5 5.48 Tf (1)Tj /T1_10 7.273 Tf 6.531 1.297 Td (\002)Tj /T1_6 7.273 Tf 4.698 0 Td (L)Tj /T1_8 8.966 Tf -235.436 -14.749 Td (and)Tj /T1_2 8.966 Tf 15.736 0 Td (V)Tj /T1_6 7.273 Tf 5.603 3.254 Td (k)Tj /T1_9 7.273 Tf 4.101 0 Td (;)Tj /T1_6 7.273 Tf 2.56 0 Td (h)Tj /T1_10 8.966 Tf 7.699 -3.254 Td (2)Tj /T1_13 8.966 Tf 7.476 0 Td (R)Tj /T1_6 7.273 Tf 5.705 3.254 Td (m)Tj /T1_10 7.273 Tf 6.676 0 Td (\002)Tj /T1_6 7.273 Tf 4.698 0 Td (L)Tj /T1_8 8.966 Tf 4.811 -3.254 Td (:)Tj /T1_2 8.966 Tf 16.238 -16.045 Td (W)Tj /T1_6 7.273 Tf 8.839 3.703 Td (k)Tj /T1_9 7.273 Tf 4.102 0 Td (;)Tj /T1_6 7.273 Tf 2.56 0 Td (h)Tj /T1_4 8.966 Tf 7.519 -3.703 Td (=)Tj /T1_2 8.966 Tf 8.194 0 Td (U)Tj /T1_6 7.273 Tf 5.97 3.703 Td (k)Tj /T1_9 7.273 Tf 4.102 0 Td (;)Tj /T1_6 7.273 Tf 2.56 0 Td (h)Tj /T1_10 8.966 Tf 5.029 -3.703 Td (\271)Tj /T1_2 8.966 Tf (V)Tj /T1_6 7.273 Tf 8.588 3.703 Td (k)Tj /T1_9 7.273 Tf 4.102 0 Td (;)Tj /T1_6 7.273 Tf 2.56 0 Td (h)Tj /T1_10 8.966 Tf 5.029 -3.703 Td (\272)Tj /T1_6 7.273 Tf 2.586 3.703 Td (T)Tj /T1_8 8.966 Tf 77.69 -3.703 Td (\(9\))Tj 1.02 0 0 1 317.623 190.272 Tm [(wher)8(e)]TJ /T1_12 8.966 Tf 1 0 0 1 342.983 190.272 Tm (L)Tj /T1_10 8.966 Tf 7.413 0 Td (\034)Tj /T1_12 8.966 Tf 10.677 0 Td (H)Tj /T1_8 8.966 Tf 1.02 0 0 1 370.329 190.272 Tm (and)Tj /T1_12 8.966 Tf 1 0 0 1 386.194 190.272 Tm (L)Tj /T1_10 8.966 Tf 7.413 0 Td (\034)Tj /T1_12 8.966 Tf 10.291 0 Td (m)Tj /T1_8 8.966 Tf 1.02 0 0 1 411.188 190.272 Tm [(.)-244(Her)7(eafter)-244(w)8(e)-244(assume)-245(that)-244(each)-245(hidden)]TJ -91.405 -10.959 Td [(lay)8(er)-259(has)-259(the)-258(same)-259(numb)-10(er)-259(\()17(which)-259(is)]TJ /T1_12 8.966 Tf 1 0 0 1 457.5 179.313 Tm (H)Tj /T1_8 8.966 Tf 1.02 0 0 1 464.52 179.313 Tm [(\))-259(of)-259(featur)8(e)-258(maps)-259(for)-259(sim-)]TJ 1.004 0 0 1 317.955 168.354 Tm [(plicity)59(.)-249(Thr)8(ough)-249(the)]TJ /T1_12 8.966 Tf 1 0 0 1 393.123 168.354 Tm (L)Tj /T1_8 8.966 Tf 1.004 0 0 1 397.912 168.354 Tm [(-or)8(der)-249(de)-7(comp)-7(osition,)-249(the)-249(space)-248(comple)7(xity)]TJ 0.98 0 0 1 317.955 157.395 Tm [(of)-245(CIN)-244(is)-245(r)8(e)-7(duce)-7(d)-245(fr)8(om)]TJ /T1_12 8.966 Tf 1 0 0 1 401.482 157.395 Tm (O)Tj /T1_10 8.966 Tf 6.707 0 Td (\271)Tj /T1_12 8.966 Tf 2.421 0 Td [(m)50(T)-120(H)]TJ /T1_5 7.273 Tf 19.547 3.255 Td (2)Tj /T1_10 8.966 Tf 3.879 -3.255 Td (\272)Tj /T1_8 8.966 Tf 0.98 0 0 1 439.173 157.395 Tm (to)Tj /T1_12 8.966 Tf 1 0 0 1 448.125 157.395 Tm (O)Tj /T1_10 8.966 Tf 6.707 0 Td (\271)Tj /T1_12 8.966 Tf 2.421 0 Td [(m)50(T)-120(H)-95(L)]TJ /T1_4 8.966 Tf 25.95 0 Td (+)Tj /T1_12 8.966 Tf 6.734 0 Td [(T)-120(H)]TJ /T1_5 7.273 Tf 12.975 3.255 Td (2)Tj /T1_12 8.966 Tf 3.745 -3.255 Td (L)Tj /T1_10 8.966 Tf 4.788 0 Td (\272)Tj /T1_8 8.966 Tf 0.98 0 0 1 514.431 157.395 Tm [(.)-245(In)-245(contrast,)]TJ 1.018 0 0 1 317.955 146.436 Tm [(the)-246(space)-245(comple)6(xity)-245(of)-246(the)-246(plain)-245(DNN)-246(is)]TJ /T1_12 8.966 Tf 1 0 0 1 472.475 146.436 Tm (O)Tj /T1_10 8.966 Tf 6.707 0 Td (\271)Tj /T1_12 8.966 Tf 2.421 0 Td [(m)-20(D)-35(H)]TJ /T1_4 8.966 Tf 22.509 0 Td (+)Tj /T1_12 8.966 Tf 6.979 0 Td [(T)-120(H)]TJ /T1_5 7.273 Tf 12.974 3.255 Td (2)Tj /T1_10 8.966 Tf 3.88 -3.255 Td (\272)Tj /T1_8 8.966 Tf 1.018 0 0 1 530.931 146.436 Tm [(,)-246(which)]TJ 1 0 0 1 317.955 135.477 Tm [(is)-250(sensitiv)8(e)-250(to)-250(the)-250(dimension)-250(\(D)10(\))-250(of)-250(\033eld)-250(emb)-10(e)-7(dding.)]TJ /T1_17 8.966 Tf 0.992 0 0 1 327.918 117.854 Tm [(3.2.2)-1008(Time)-252(Comple)7(xity)60(.)]TJ /T1_8 8.966 Tf 91.11 0 Td [(The)-252(cost)-252(of)-251(computing)-252(tensor)]TJ /T1_2 8.966 Tf 1 0 0 1 527.392 117.854 Tm (Z)Tj /T1_6 7.273 Tf 5.486 3.255 Td (k)Tj /T1_4 7.273 Tf 4.502 0 Td (+)Tj /T1_5 7.273 Tf (1)Tj /T1_8 8.966 Tf 0.992 0 0 1 548.125 117.854 Tm [(\()12(as)]TJ 1.02 0 0 1 317.955 106.895 Tm [(sho)7(wn)-378(in)-378(Figur)8(e)-378(4a\))-378(is)]TJ /T1_12 8.966 Tf 1 0 0 1 408.058 106.895 Tm (O)Tj /T1_10 8.966 Tf 6.707 0 Td (\271)Tj /T1_12 8.966 Tf 2.421 0 Td [(m)-10(H)-100(D)]TJ /T1_10 8.966 Tf 20.515 0 Td (\272)Tj /T1_8 8.966 Tf 1.02 0 0 1 444.143 106.895 Tm [(time)10(.)-379(Be)-7(cause)-378(w)8(e)-378(hav)8(e)]TJ /T1_12 8.966 Tf 1 0 0 1 535.046 106.895 Tm (H)Tj /T1_8 8.966 Tf 1.02 0 0 1 545.523 106.895 Tm (fea-)Tj -223.106 -10.959 Td [(tur)8(e)-314(maps)-314(in)-314(one)-314(hidden)-314(lay)8(er)58(,)-315(computing)-314(a)]TJ /T1_12 8.966 Tf 1 0 0 1 486.521 95.936 Tm (T)Tj /T1_8 8.966 Tf 1.02 0 0 1 492.654 95.936 Tm [(-lay)8(ers)-314(CIN)-314(takes)]TJ /T1_12 8.966 Tf 1 0 0 1 317.552 84.977 Tm (O)Tj /T1_10 8.966 Tf 6.707 0 Td (\271)Tj /T1_12 8.966 Tf 2.42 0 Td [(m)-10(H)]TJ /T1_5 7.273 Tf 14.131 3.255 Td (2)Tj /T1_12 8.966 Tf 3.791 -3.255 Td [(D)25(T)]TJ /T1_10 8.966 Tf 11.889 0 Td (\272)Tj /T1_8 8.966 Tf 0.98 0 0 1 360.971 84.977 Tm [(time)10(.)-170(A)]TJ /T1_12 8.966 Tf 1 0 0 1 387.224 84.977 Tm (T)Tj /T1_8 8.966 Tf 0.98 0 0 1 393.357 84.977 Tm [(-lay)8(ers)-170(plain)-170(DNN,)-170(by)-170(contrast,)-170(takes)]TJ /T1_12 8.966 Tf 1 0 0 1 523.376 84.977 Tm (O)Tj /T1_10 8.966 Tf 6.707 0 Td (\271)Tj /T1_12 8.966 Tf 2.421 0 Td [(m)-10(H)-100(D)]TJ /T1_4 8.966 Tf 20.515 0 Td (+)Tj ET /QITE_maskingtape BMC 1 g 36.9 721.8 537.31 27.9 re f EMC /Artifact <>BDC q 1 0 0 1 54 755.4614258 cm 0 g /GS0 gs /Fm3 Do Q EMC /Artifact <>BDC q 1 0 0 1 349.5759888 755.4614258 cm 0 g /GS0 gs /Fm4 Do Q EMC /Artifact <>BDC q 1 0 0 1 297.6325073 38.5740509 cm 0 g /GS0 gs /Fm5 Do Q EMC endstream endobj 858 0 obj <>>>/Resources 867 0 R/Subtype/Form>>stream 0 g 0 G 0 i 0 J []0 d 0 j 1 w 10 M 0 Tc 0 Tw 100 Tz 0 TL 0 Tr 0 Ts BT /LinuxBiolinum 9 Tf 0 g 0 -8.046 Td (Research ) Tj 35.679 0 Td (Track ) Tj 23.014 0 Td (Paper) Tj ET endstream endobj 859 0 obj <>>>/Resources 864 0 R/Subtype/Form>>stream 0 g 0 G 0 i 0 J []0 d 0 j 1 w 10 M 0 Tc 0 Tw 100 Tz 0 TL 0 Tr 0 Ts BT /LinuxBiolinum 9 Tf 0 g 0 -8.046 Td (KDD ) Tj 20.689 0 Td (2018, ) Tj 20.773 0 Td (August ) Tj 28.679 0 Td (19-23, ) Tj 23.766 0 Td (2018, ) Tj 20.773 0 Td (London, ) Tj 32.321 0 Td (United ) Tj 27.563 0 Td (Kingdom) Tj ET endstream endobj 860 0 obj <>>>/Resources 861 0 R/Subtype/Form>>stream 0 g 0 G 0 i 0 J []0 d 0 j 1 w 10 M 0 Tc 0 Tw 100 Tz 0 TL 0 Tr 0 Ts BT /LinuxBiolinum 9 Tf 0 g 0 -8.046 Td (1757) Tj ET endstream endobj 861 0 obj <> endobj 862 0 obj <> endobj 863 0 obj <>stream /
Research Track Paper
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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
endstream endobj 870 0 obj <> endobj 871 0 obj <>stream BT /T1_0 8.966 Tf 53.798 725.549 Td [(Combining)-250(Explicit)-250(and)-250(Implicit)-250(Featur)8(e)-250(Interactions)-250(for)-250(Re)-7(commender)-250(Systems)-608(KDD)-250('18,)-250(A)34(ugust)-250(19\02523,)-250(2018,)-250(London,)-250(Unite)-7(d)-250(Kingdom)]TJ /T1_1 10.909 Tf 0 -27.198 TD [(2.2)-1000(Implicit)-250(High-or)8(der)-250(Interactions)]TJ /T1_2 8.966 Tf 0.98 0 0 1 53.798 684.653 Tm [(FNN)-234([)]TJ 1 0 0 1 75.526 684.653 Tm (46)Tj 0.98 0 0 1 83.865 684.653 Tm [(],)-234(De)-7(ep)-234(Cr)9(ossing)-234([)]TJ 1 0 0 1 148.549 684.653 Tm (37)Tj 0.98 0 0 1 156.887 684.653 Tm [(],)-234(and)-234(the)-233(de)-7(ep)-234(part)-234(in)-234(Wide&De)-7(ep)-234([)]TJ 1 0 0 1 286.747 684.653 Tm (5)Tj 0.98 0 0 1 290.917 684.653 Tm (])Tj 0.989 0 0 1 53.798 673.694 Tm [(e)7(xploit)-252(a)-252(fe)-7(e)-7(d-for)-15(war)8(d)-252(neural)-252(netw)8(ork)-252(on)-252(the)-252(\033eld)-252(emb)-10(e)-7(dding)-252(v)8(e)-7(c-)]TJ 0.99 0 0 1 53.798 662.735 Tm (tor)Tj /T1_3 8.966 Tf 1 0 0 1 66.621 662.735 Tm (e)Tj /T1_2 8.966 Tf 0.99 0 0 1 72.997 662.735 Tm [(to)-253(learn)-252(high-or)8(der)-253(featur)8(e)-252(interactions.)-253(The)-252(for)-15(war)8(d)-253(pr)8(o)-7(cess)]TJ 1 0 0 1 53.798 651.776 Tm [(is)-250(:)]TJ /T1_3 8.966 Tf 84.83 -11.931 Td (x)Tj /T1_4 7.273 Tf 4.672 3.703 Td (1)Tj /T1_5 8.966 Tf 6.37 -3.703 Td (=)Tj /T1_6 8.966 Tf 7.969 0 Td (\033)Tj /T1_7 8.966 Tf 5.703 0 Td (\271)Tj /T1_3 8.966 Tf (W)Tj /T1_7 7.273 Tf 11.934 3.703 Td (\271)Tj /T1_4 7.273 Tf (1)Tj /T1_7 7.273 Tf (\272)Tj /T1_3 8.966 Tf 8.724 -3.703 Td (e)Tj /T1_5 8.966 Tf 6.126 0 Td (+)Tj /T1_3 8.966 Tf 7.695 0 Td (b)Tj /T1_4 7.273 Tf 4.528 3.703 Td (1)Tj /T1_7 8.966 Tf 3.88 -3.703 Td (\272)Tj /T1_2 8.966 Tf 78.302 0 Td (\(1\))Tj /T1_3 8.966 Tf -156.559 -15.517 Td (x)Tj /T1_8 7.273 Tf 4.562 3.703 Td (k)Tj /T1_5 8.966 Tf 7.491 -3.703 Td (=)Tj /T1_6 8.966 Tf 7.969 0 Td (\033)Tj /T1_7 8.966 Tf 5.703 0 Td (\271)Tj /T1_3 8.966 Tf (W)Tj /T1_7 7.273 Tf 11.934 3.703 Td (\271)Tj /T1_8 7.273 Tf 2.313 0 Td (k)Tj /T1_7 7.273 Tf 4.501 0 Td (\272)Tj /T1_3 8.966 Tf 2.92 -3.703 Td (x)Tj /T1_7 7.273 Tf 4.672 3.703 Td (\271)Tj /T1_8 7.273 Tf 2.313 0 Td (k)Tj /T1_7 7.273 Tf 4.501 0 Td (\000)Tj /T1_4 7.273 Tf (1)Tj /T1_7 7.273 Tf (\272)Tj /T1_5 8.966 Tf 12.92 -3.703 Td (+)Tj /T1_3 8.966 Tf 7.695 0 Td (b)Tj /T1_8 7.273 Tf 4.419 3.703 Td (k)Tj /T1_7 8.966 Tf 5 -3.703 Td (\272)Tj /T1_2 8.966 Tf 67.646 0 Td (\(2\))Tj 1.02 0 0 1 53.467 610.25 Tm [(wher)8(e)]TJ /T1_9 8.966 Tf 1 0 0 1 78.831 610.25 Tm (k)Tj /T1_2 8.966 Tf 1.02 0 0 1 86.325 610.25 Tm [(is)-269(the)-270(lay)8(er)-269(depth,)]TJ /T1_6 8.966 Tf 1 0 0 1 155.908 610.25 Tm (\033)Tj /T1_2 8.966 Tf 1.02 0 0 1 164.075 610.25 Tm [(is)-269(an)-270(activation)-269(function,)-270(and)]TJ /T1_3 8.966 Tf 1 0 0 1 275.973 610.25 Tm (x)Tj /T1_8 7.273 Tf 4.563 3.254 Td (k)Tj /T1_2 8.966 Tf 1.02 0 0 1 288 610.25 Tm (is)Tj -229.61 -10.959 Td [(the)-295(output)-294(of)-295(the)]TJ /T1_9 8.966 Tf 1 0 0 1 120.309 599.291 Tm (k)Tj /T1_2 8.966 Tf 1.02 0 0 1 125.339 599.291 Tm [(-th)-295(lay)8(er)58(.)-295(The)-295(visual)-294(structur)8(e)-295(is)-295(v)8(er)-14(y)-295(similar)]TJ -70.138 -10.959 Td [(to)-245(what)-244(is)-245(sho)7(wn)-245(in)-245(Figur)8(e)-245(2,)-244(e)7(xcept)-245(that)-245(the)7(y)-245(do)-244(not)-245(include)-245(the)]TJ /T1_10 8.966 Tf 1.014 0 0 1 53.798 577.373 Tm [(FM)-247(or)-247(Pr)8(o)-7(duct)-247(lay)8(er)]TJ /T1_2 8.966 Tf [(.)-247(This)-247(ar)8(chite)-7(ctur)8(e)-247(mo)-7(dels)-247(the)-248(interaction)-247(in)-247(a)]TJ 0.987 0 0 1 53.798 566.414 Tm [(bit-wise)-254(fashion.)-255(That)-254(is)-255(to)-254(say)59(,)-254(e)7(v)8(en)-254(the)-255(elements)-254(within)-255(the)-254(same)]TJ 1 0 0 1 53.798 555.455 Tm [(\033eld)-250(emb)-10(e)-7(dding)-250(v)8(e)-7(ctor)-250(will)-250(in\036uence)-250(each)-250(other)59(.)]TJ 0.98 0 0 1 63.761 544.496 Tm [(PNN)-211([)]TJ 1 0 0 1 85.781 544.496 Tm (31)Tj 0.98 0 0 1 94.12 544.496 Tm [(])-211(and)-211(De)-7(epFM)-211([)]TJ 1 0 0 1 149.436 544.496 Tm (9)Tj 0.98 0 0 1 153.605 544.496 Tm [(])-211(mo)-7(dify)-211(the)-211(ab)-10(o)7(v)8(e)-211(ar)8(chite)-7(ctur)8(e)-211(slightly)60(.)]TJ -101.844 -10.959 Td [(Besides)-241(applying)-240(DNNs)-241(on)-241(the)-240(emb)-10(e)-8(dding)-240(v)8(e)-7(ctor)]TJ /T1_3 8.966 Tf 1 0 0 1 231.549 533.537 Tm (e)Tj /T1_2 8.966 Tf 0.98 0 0 1 235.683 533.537 Tm [(,)-241(the)8(y)-241(add)-241(a)-240(tw)8(o-)]TJ 1 0 0 1 53.467 522.578 Tm [(way)-250(interaction)-250(lay)8(er)-250(in)-250(the)-249(ar)8(chite)-7(ctur)8(e)10(.)-250(Ther)8(efor)8(e)10(,)-250(b)-10(oth)-250(bit-wise)]TJ 1.008 0 0 1 53.798 511.619 Tm [(and)-249(v)8(e)-7(ctor-wise)-248(interaction)-249(is)-249(include)-7(d)-249(in)-248(their)-249(mo)-7(del.)-249(The)-248(major)]TJ 1.02 0 0 1 53.798 500.661 Tm [(di\035er)8(ence)-283(b)-10(etw)8(e)-7(en)-283(PNN)-283(and)-283(De)-6(epFM,)-283(is)-283(that)-283(PNN)-283(conne)-7(cts)-283(the)]TJ 1.005 0 0 1 53.798 489.702 Tm [(outputs)-250(of)-250(pr)8(o)-7(duct)-250(lay)8(er)-250(to)-249(the)-250(DNNs,)-250(wher)8(eas)-250(De)-7(epFM)-250(conne)-7(cts)]TJ 1 0 0 1 53.798 478.743 Tm [(the)-250(FM)-250(lay)8(er)-250(dir)8(e)-7(ctly)-250(to)-250(the)-250(output)-250(unit)-250(\(r)8(efer)-250(to)-250(Figur)8(e)-250(2\).)]TJ ET q 0.5617523 0 0 0.5617523 53.7980042 331.1459961 cm /Fm0 Do Q BT /T1_1 8.966 Tf 53.798 311.52 Td [(Figur)8(e)-215(2:)-216(The)-215(ar)8(chite)-7(ctur)8(e)-215(of)-215(De)-7(epFM)-215(\()17(with)-216(linear)-215(part)-215(omit-)]TJ 0 -10.959 TD [(te)-7(d\))-214(and)-215(PNN.)-214(W)80(e)-215(r)8(e-use)-214(the)-215(symb)-10(ols)-214(in)-215([9],)-214(wher)8(e)-215(r)8(e)-7(d)-214(e)-7(dges)]TJ T* [(r)8(epr)8(esent)]TJ /T1_11 8.966 Tf 42.756 0 Td [(w)8(eight-1)-479(conne)-7(ctions)]TJ /T1_1 8.966 Tf 89.712 0 Td [(\(no)-479(parameters\))-480(and)-479(gray)]TJ -132.468 -10.959 Td [(e)-7(dges)-250(r)8(epr)8(esent)]TJ /T1_11 8.966 Tf 65.302 0 Td [(normal)-250(conne)-7(ctions)]TJ /T1_1 8.966 Tf 80.729 0 Td [(\(netw)8(ork)-250(parameters\).)]TJ /T1_1 10.909 Tf -146.031 -36.316 Td [(2.3)-1000(Explicit)-250(High-or)8(der)-250(Interactions)]TJ /T1_2 8.966 Tf 0.991 0 0 1 53.798 228.628 Tm ([)Tj 1 0 0 1 56.962 228.628 Tm (40)Tj 0.991 0 0 1 65.3 228.628 Tm [(])-252(pr)8(op)-7(oses)-252(the)-252(Cr)8(oss)-252(Netw)8(ork)-252(\()10(Cr)8(ossNet\))-252(whose)-252(ar)8(chite)-7(ctur)8(e)-252(is)]TJ 1.02 0 0 1 53.798 217.669 Tm [(sho)7(wn)-251(in)-250(Figur)8(e)-251(3.)-251(It)-250(aims)-251(to)-250(e)7(xplicitly)-251(mo)-7(del)-250(the)-251(high-or)8(der)-250(fea-)]TJ 0.98 0 0 1 53.798 206.71 Tm [(tur)8(e)-254(interactions.)-255(Unlike)-254(the)-254(classical)-255(fully-conne)-7(cte)-7(d)-255(fe)-7(e)-7(d-for)-15(war)8(d)]TJ 1.02 0 0 1 53.798 195.751 Tm [(netw)8(ork,)-268(the)-268(hidden)-268(lay)8(ers)-268(ar)8(e)-268(calculate)-7(d)-268(by)-268(the)-268(follo)7(wing)-268(cr)8(oss)]TJ 1 0 0 1 53.798 184.792 Tm [(op)-7(eration:)]TJ /T1_3 8.966 Tf 67.825 -12.536 Td (x)Tj /T1_8 7.273 Tf 4.562 -1.964 Td (k)Tj /T1_5 8.966 Tf 7.491 1.964 Td (=)Tj /T1_3 8.966 Tf 8.193 0 Td (x)Tj /T1_4 7.273 Tf 4.671 -1.345 Td (0)Tj /T1_3 8.966 Tf 3.88 1.345 Td (x)Tj /T1_8 7.273 Tf 4.272 3.703 Td (T)Tj 0.291 -7.154 Td (k)Tj /T1_7 7.273 Tf 4.502 0 Td (\000)Tj /T1_4 7.273 Tf (1)Tj /T1_3 8.966 Tf 8.505 3.451 Td (w)Tj /T1_8 7.273 Tf 6.867 -1.964 Td (k)Tj /T1_5 8.966 Tf 6.992 1.964 Td (+)Tj /T1_3 8.966 Tf 7.695 0 Td (b)Tj /T1_8 7.273 Tf 4.419 -1.964 Td (k)Tj /T1_5 8.966 Tf 6.993 1.964 Td (+)Tj /T1_3 8.966 Tf 7.695 0 Td (x)Tj /T1_8 7.273 Tf 4.562 -1.964 Td (k)Tj /T1_7 7.273 Tf 4.502 0 Td (\000)Tj /T1_4 7.273 Tf (1)Tj /T1_2 8.966 Tf 66.817 1.964 Td (\(3\))Tj 1.013 0 0 1 53.467 156.832 Tm [(wher)8(e)]TJ /T1_3 8.966 Tf 1 0 0 1 78.799 156.832 Tm (w)Tj /T1_8 7.273 Tf 6.867 -1.964 Td (k)Tj /T1_12 8.966 Tf 4.91 1.964 Td (;)Tj /T1_3 8.966 Tf 3.736 0 Td (b)Tj /T1_8 7.273 Tf 4.419 -1.964 Td (k)Tj /T1_12 8.966 Tf 4.91 1.964 Td (;)Tj /T1_3 8.966 Tf 3.736 0 Td (x)Tj /T1_8 7.273 Tf 4.563 -1.964 Td (k)Tj /T1_7 8.966 Tf 7.67 1.964 Td (2)Tj /T1_13 8.966 Tf 7.476 0 Td (R)Tj /T1_8 7.273 Tf 5.704 3.255 Td [(m)-70(D)]TJ /T1_2 8.966 Tf 1.013 0 0 1 148.126 156.832 Tm [(ar)8(e)-246(w)8(eights,)-246(bias)-246(and)-246(output)-246(of)-246(the)]TJ /T1_9 8.966 Tf 1 0 0 1 278.188 156.832 Tm (k)Tj /T1_2 8.966 Tf 1.013 0 0 1 283.218 156.832 Tm (-th)Tj 0.98 0 0 1 53.798 145.873 Tm [(lay)8(er)60(,)-223(r)8(esp)-7(e)-7(ctiv)8(ely)60(.)-223(W)81(e)-223(argue)-223(that)-223(the)-224(Cr)9(ossNet)-224(learns)-223(a)-223(sp)-7(e)-8(cial)-223(typ)-7(e)]TJ 1.001 0 0 1 53.798 134.914 Tm [(of)-249(high-or)8(der)-250(featur)8(e)-249(interactions,)-249(wher)8(e)-249(each)-250(hidden)-249(lay)8(er)-249(in)-249(the)]TJ 1 0 0 1 53.798 123.956 Tm [(Cr)8(ossNet)-250(is)-250(a)-250(scalar)-250(multiple)-250(of)]TJ /T1_3 8.966 Tf 116.186 0 Td (x)Tj /T1_4 7.273 Tf 4.672 -1.345 Td (0)Tj /T1_2 8.966 Tf 3.88 1.345 Td (.)Tj /T1_14 8.966 Tf 0.999 0 0 1 63.761 106.962 Tm [(Theorem)-250(2.1.)]TJ /T1_10 8.966 Tf 54.013 0 Td [(Consider)-250(a)]TJ /T1_9 8.966 Tf 1 0 0 1 157.168 106.962 Tm (k)Tj /T1_10 8.966 Tf 0.999 0 0 1 162.198 106.962 Tm [(-lay)8(er)-250(cr)8(oss)-251(netw)8(ork)-250(with)-251(the)-250(\(i+1\)-th)]TJ 0.98 0 0 1 53.798 95.864 Tm [(lay)8(er)-252(de\033ne)-7(d)-253(as)]TJ /T1_3 8.966 Tf 1 0 0 1 110.648 95.864 Tm (x)Tj /T1_8 7.273 Tf 4.563 -1.345 Td (i)Tj /T1_5 7.273 Tf 2.909 0 Td (+)Tj /T1_4 7.273 Tf (1)Tj /T1_5 8.966 Tf 10.996 1.345 Td (=)Tj /T1_3 8.966 Tf 8.193 0 Td (x)Tj /T1_4 7.273 Tf 4.672 -1.345 Td (0)Tj /T1_3 8.966 Tf 3.88 1.345 Td (x)Tj /T1_8 7.273 Tf 4.271 3.255 Td (T)Tj 0.291 -6.485 Td (i)Tj /T1_3 8.966 Tf 5.611 3.23 Td (w)Tj /T1_8 7.273 Tf 6.867 -1.345 Td (i)Tj /T1_5 7.273 Tf 2.909 0 Td (+)Tj /T1_4 7.273 Tf (1)Tj /T1_5 8.966 Tf 10.431 1.345 Td (+)Tj /T1_3 8.966 Tf 7.628 0 Td (x)Tj /T1_8 7.273 Tf 4.563 -1.345 Td (i)Tj /T1_10 8.966 Tf 0.98 0 0 1 191.839 95.864 Tm [(.)-252(Then,)-253(the)-252(output)-252(of)-252(the)-253(cr)9(oss)]TJ 1 0 0 1 53.798 84.905 Tm [(netw)8(ork)]TJ /T1_3 8.966 Tf 30.898 0 Td (x)Tj /T1_8 7.273 Tf 4.563 -1.964 Td (k)Tj /T1_10 8.966 Tf 7.241 1.964 Td [(is)-250(a)-250(scalar)-250(multiple)-250(of)]TJ /T1_3 8.966 Tf 78.653 0 Td (x)Tj /T1_4 7.273 Tf 4.672 -1.345 Td (0)Tj /T1_10 8.966 Tf 3.88 1.345 Td (.)Tj ET q 0.2802277 0 0 0.2802277 359.8970032 580.25 cm /Fm1 Do Q BT /T1_1 8.966 Tf 340.327 560.624 Td [(Figur)8(e)-250(3:)-250(The)-250(ar)8(chite)-7(ctur)8(e)-250(of)-250(the)-250(Cr)8(oss)-250(Netw)8(ork.)]TJ /T1_14 8.966 Tf -12.409 -30.878 Td (Proof.)Tj /T1_2 8.966 Tf 0.98 0 0 1 357.511 529.746 Tm (When)Tj /T1_9 8.966 Tf 1 0 0 1 380.858 529.746 Tm (k)Tj /T1_2 8.966 Tf 0.98 0 0 1 385.888 529.746 Tm [(=1,)-220(accor)8(ding)-219(to)-220(the)-220(asso)-7(ciativ)8(e)-220(law)-220(and)-219(distribu-)]TJ 1 0 0 1 317.955 518.787 Tm [(tiv)8(e)-250(law)-250(for)-250(matrix)-250(multiplication,)-250(w)8(e)-250(hav)8(e:)]TJ /T1_3 8.966 Tf 83.61 -16.692 Td (x)Tj /T1_4 7.273 Tf 4.672 -1.345 Td (1)Tj /T1_5 8.966 Tf 6.37 1.345 Td (=)Tj /T1_3 8.966 Tf 8.194 0 Td (x)Tj /T1_4 7.273 Tf 4.671 -1.345 Td (0)Tj /T1_7 8.966 Tf 3.88 1.345 Td (\271)Tj /T1_3 8.966 Tf (x)Tj /T1_8 7.273 Tf 7.257 3.703 Td (T)Tj /T1_4 7.273 Tf 0.4 -6.503 Td (0)Tj /T1_3 8.966 Tf 5.502 2.8 Td (w)Tj /T1_4 7.273 Tf 6.976 -1.345 Td (1)Tj /T1_7 8.966 Tf 3.88 1.345 Td (\272)Tj /T1_5 8.966 Tf 4.978 0 Td (+)Tj /T1_3 8.966 Tf 7.695 0 Td (x)Tj /T1_4 7.273 Tf 4.672 -1.345 Td (0)Tj /T1_5 8.966 Tf -58.105 -14.629 Td (=)Tj /T1_3 8.966 Tf 8.194 0 Td (x)Tj /T1_4 7.273 Tf 4.671 -1.345 Td (0)Tj /T1_7 8.966 Tf 3.88 1.345 Td (\271)Tj /T1_3 8.966 Tf (x)Tj /T1_8 7.273 Tf 7.257 3.703 Td (T)Tj /T1_4 7.273 Tf 0.4 -6.503 Td (0)Tj /T1_3 8.966 Tf 5.502 2.8 Td (w)Tj /T1_4 7.273 Tf 6.976 -1.345 Td (1)Tj /T1_5 8.966 Tf 5.872 1.345 Td (+)Tj /T1_4 8.966 Tf 7.695 0 Td (1)Tj /T1_7 8.966 Tf (\272)Tj /T1_5 8.966 Tf -50.447 -15.701 Td (=)Tj /T1_6 8.966 Tf 7.969 0 Td (\013)Tj /T1_4 7.273 Tf 5.568 3.703 Td (1)Tj /T1_3 8.966 Tf 3.88 -3.703 Td (x)Tj /T1_4 7.273 Tf 4.672 -1.345 Td (0)Tj /T1_2 8.966 Tf 113.992 17.211 Td (\(4\))Tj 1.02 0 0 1 317.623 452.507 Tm [(wher)8(e)-255(the)-255(scalar)]TJ /T1_6 8.966 Tf 1 0 0 1 381.21 452.507 Tm (\013)Tj /T1_4 7.273 Tf 5.568 3.254 Td (1)Tj /T1_5 8.966 Tf 6.571 -3.254 Td (=)Tj /T1_3 8.966 Tf 8.394 0 Td (x)Tj /T1_8 7.273 Tf 4.272 3.254 Td (T)Tj /T1_4 7.273 Tf 0.4 -6.503 Td (0)Tj /T1_3 8.966 Tf 5.502 3.249 Td (w)Tj /T1_4 7.273 Tf 6.975 -1.345 Td (1)Tj /T1_5 8.966 Tf 5.953 1.345 Td (+)Tj /T1_4 8.966 Tf 1.02 0 0 1 432.621 452.507 Tm (1)Tj /T1_2 8.966 Tf 6.455 0 Td [(is)-255(actually)-255(a)-255(linear)-255(r)8(egr)8(ession)-255(of)]TJ /T1_3 8.966 Tf 1 0 0 1 317.722 441.548 Tm (x)Tj /T1_4 7.273 Tf 4.672 -1.345 Td (0)Tj /T1_2 8.966 Tf 1.003 0 0 1 326.273 441.548 Tm [(.)-250(Thus,)]TJ /T1_3 8.966 Tf 1 0 0 1 353.212 441.548 Tm (x)Tj /T1_4 7.273 Tf 4.671 -1.345 Td (1)Tj /T1_2 8.966 Tf 1.003 0 0 1 364.009 441.548 Tm [(is)-250(a)-249(scalar)-250(multiple)-250(of)]TJ /T1_3 8.966 Tf 1 0 0 1 444.503 441.548 Tm (x)Tj /T1_4 7.273 Tf 4.672 -1.345 Td (0)Tj /T1_2 8.966 Tf 1.003 0 0 1 453.055 441.548 Tm [(.)-250(Supp)-7(ose)-249(the)-250(scalar)-250(multiple)]TJ 1 0 0 1 317.955 430.589 Tm [(statement)-250(holds)-250(for)]TJ /T1_9 8.966 Tf 72.798 0 Td (k)Tj /T1_2 8.966 Tf 5.03 0 Td (=)Tj /T1_9 8.966 Tf 4.573 0 Td (i)Tj /T1_2 8.966 Tf 3.084 0 Td [(.)-250(For)]TJ /T1_9 8.966 Tf 18.301 0 Td (k)Tj /T1_2 8.966 Tf 5.03 0 Td (=)Tj /T1_9 8.966 Tf 4.573 0 Td (i)Tj /T1_5 8.966 Tf 5.077 0 Td (+)Tj /T1_4 8.966 Tf 7.695 0 Td (1)Tj /T1_2 8.966 Tf [(,)-250(w)8(e)-250(hav)8(e)-250(:)]TJ /T1_3 8.966 Tf -63.544 -15.773 Td (x)Tj /T1_8 7.273 Tf 4.562 -1.345 Td (i)Tj /T1_5 7.273 Tf 2.909 0 Td (+)Tj /T1_4 7.273 Tf (1)Tj /T1_5 8.966 Tf 10.996 1.345 Td (=)Tj /T1_3 8.966 Tf 8.194 0 Td (x)Tj /T1_4 7.273 Tf 4.671 -1.345 Td (0)Tj /T1_3 8.966 Tf 3.88 1.345 Td (x)Tj /T1_8 7.273 Tf 4.272 3.703 Td (T)Tj 0.291 -6.484 Td (i)Tj /T1_3 8.966 Tf 5.61 2.781 Td (w)Tj /T1_8 7.273 Tf 6.867 -1.345 Td (i)Tj /T1_5 7.273 Tf 2.909 0 Td (+)Tj /T1_4 7.273 Tf (1)Tj /T1_5 8.966 Tf 10.498 1.345 Td (+)Tj /T1_3 8.966 Tf 7.695 0 Td (x)Tj /T1_8 7.273 Tf 4.563 -1.345 Td (i)Tj /T1_5 8.966 Tf -59.45 -14.629 Td (=)Tj /T1_3 8.966 Tf 8.194 0 Td (x)Tj /T1_4 7.273 Tf 4.671 -1.345 Td (0)Tj /T1_7 8.966 Tf 3.88 1.345 Td (\271\271)Tj /T1_6 8.966 Tf 5.748 0 Td (\013)Tj /T1_8 7.273 Tf 5.459 3.703 Td (i)Tj /T1_3 8.966 Tf 3.407 -3.703 Td (x)Tj /T1_4 7.273 Tf 4.671 -1.345 Td (0)Tj /T1_7 8.966 Tf 3.88 1.345 Td (\272)Tj /T1_8 7.273 Tf 2.586 3.703 Td (T)Tj /T1_3 8.966 Tf 5.902 -3.703 Td (w)Tj /T1_8 7.273 Tf 6.867 -1.345 Td (i)Tj /T1_5 7.273 Tf 2.909 0 Td (+)Tj /T1_4 7.273 Tf (1)Tj /T1_7 8.966 Tf 8.505 1.345 Td (\272)Tj /T1_5 8.966 Tf 4.978 0 Td (+)Tj /T1_6 8.966 Tf 7.471 0 Td (\013)Tj /T1_8 7.273 Tf 5.459 3.703 Td (i)Tj /T1_3 8.966 Tf 3.407 -3.703 Td (x)Tj /T1_4 7.273 Tf 4.672 -1.345 Td (0)Tj /T1_5 8.966 Tf -92.666 -14.356 Td (=)Tj /T1_6 8.966 Tf 7.97 0 Td (\013)Tj /T1_8 7.273 Tf 5.459 3.703 Td (i)Tj /T1_5 7.273 Tf 2.909 0 Td (+)Tj /T1_4 7.273 Tf (1)Tj /T1_3 8.966 Tf 8.505 -3.703 Td (x)Tj /T1_4 7.273 Tf 4.671 -1.345 Td (0)Tj /T1_2 8.966 Tf 120.135 17.211 Td (\(5\))Tj 0.98 0 0 1 317.623 365.228 Tm [(wher)8(e)10(,)]TJ /T1_6 8.966 Tf 1 0 0 1 343.831 365.228 Tm (\013)Tj /T1_8 7.273 Tf 5.459 3.255 Td (i)Tj /T1_5 7.273 Tf 2.909 0 Td (+)Tj /T1_4 7.273 Tf (1)Tj /T1_5 8.966 Tf 11.001 -3.255 Td (=)Tj /T1_6 8.966 Tf 7.974 0 Td (\013)Tj /T1_8 7.273 Tf 5.459 3.255 Td (i)Tj /T1_7 8.966 Tf 3.407 -3.255 Td (\271)Tj /T1_3 8.966 Tf (x)Tj /T1_8 7.273 Tf 7.257 3.255 Td (T)Tj /T1_4 7.273 Tf 0.4 -6.503 Td (0)Tj /T1_3 8.966 Tf 5.502 3.248 Td (w)Tj /T1_8 7.273 Tf 6.867 -1.345 Td (i)Tj /T1_5 7.273 Tf 2.909 0 Td (+)Tj /T1_4 7.273 Tf (1)Tj /T1_5 8.966 Tf 10.5 1.345 Td (+)Tj /T1_4 8.966 Tf 0.98 0 0 1 421.172 365.228 Tm (1)Tj /T1_7 8.966 Tf 1 0 0 1 425.258 365.228 Tm (\272)Tj /T1_2 8.966 Tf 0.98 0 0 1 430.487 365.228 Tm [(is)-255(a)-256(scalar)61(.)-256(Thus)]TJ /T1_3 8.966 Tf 1 0 0 1 489.564 365.228 Tm (x)Tj /T1_8 7.273 Tf 4.562 -1.345 Td (i)Tj /T1_5 7.273 Tf 2.91 0 Td (+)Tj /T1_4 7.273 Tf (1)Tj /T1_2 8.966 Tf 0.98 0 0 1 507.785 365.228 Tm [(is)-255(still)-256(a)-255(scalar)]TJ -193.704 -10.959 Td [(multiple)-195(of)]TJ /T1_3 8.966 Tf 1 0 0 1 358.427 354.269 Tm (x)Tj /T1_4 7.273 Tf 4.671 -1.345 Td (0)Tj /T1_2 8.966 Tf 0.98 0 0 1 366.978 354.269 Tm [(.)-195(By)-195(induction)-195(hyp)-7(othesis,)-195(the)-195(output)-195(of)-195(cr)8(oss)-195(netw)9(ork)]TJ /T1_3 8.966 Tf 1 0 0 1 317.722 343.31 Tm (x)Tj /T1_8 7.273 Tf 4.562 -1.964 Td (k)Tj /T1_2 8.966 Tf 7.242 1.964 Td [(is)-250(a)-250(scalar)-250(multiple)-250(of)]TJ /T1_3 8.966 Tf 80.267 0 Td (x)Tj /T1_4 7.273 Tf 4.671 -1.345 Td (0)Tj /T1_2 8.966 Tf 3.88 1.345 Td (.)Tj /T1_15 8.966 Tf 134.155 0 Td (\003)Tj /T1_2 8.966 Tf 0.986 0 0 1 327.918 324.361 Tm [(Note)-253(that)-252(the)]TJ /T1_10 8.966 Tf 50.681 0 Td [(scalar)-253(multiple)]TJ /T1_2 8.966 Tf 55.37 0 Td [(do)-7(es)-253(not)-253(mean)]TJ /T1_3 8.966 Tf 1 0 0 1 487.389 324.361 Tm (x)Tj /T1_8 7.273 Tf 4.562 -1.964 Td (k)Tj /T1_2 8.966 Tf 0.986 0 0 1 499.186 324.361 Tm [(is)-253(linear)-253(with)]TJ /T1_3 8.966 Tf 1 0 0 1 549.086 324.361 Tm (x)Tj /T1_4 7.273 Tf 4.672 -1.345 Td (0)Tj /T1_2 8.966 Tf 0.986 0 0 1 557.638 324.361 Tm (.)Tj 1.02 0 0 1 317.686 313.402 Tm [(The)-258(co)-7(e\034cient)]TJ /T1_6 8.966 Tf 1 0 0 1 375.231 313.402 Tm (\013)Tj /T1_8 7.273 Tf 5.459 3.255 Td (i)Tj /T1_5 7.273 Tf 2.909 0 Td (+)Tj /T1_4 7.273 Tf (1)Tj /T1_2 8.966 Tf 1.02 0 0 1 394.463 313.402 Tm [(is)-258(sensitiv)8(e)-258(with)]TJ /T1_3 8.966 Tf 1 0 0 1 457.291 313.402 Tm (x)Tj /T1_4 7.273 Tf 4.672 -1.345 Td (0)Tj /T1_2 8.966 Tf 1.02 0 0 1 465.843 313.402 Tm [(.)-258(The)-258(Cr)8(ossNet)-258(can)-258(learn)]TJ -144.988 -10.959 Td [(featur)8(e)-264(interactions)-264(v)8(er)-15(y)-264(e\034ciently)-264(\(the)-264(comple)7(xity)-264(is)-264(negligible)]TJ 0.993 0 0 1 317.955 291.484 Tm [(compar)8(e)-7(d)-251(with)-251(a)-252(DNN)-251(mo)-7(del\),)-251(ho)7(w)8(e)7(v)8(er)-251(the)-251(do)7(wnsides)-252(ar)8(e:)-251(\(1\))-251(the)]TJ 1.018 0 0 1 317.955 280.525 Tm [(output)-245(of)-245(Cr)8(ossNet)-244(is)-245(limite)-7(d)-245(in)-245(a)-245(sp)-6(e)-7(cial)-245(form,)-245(with)-245(each)-244(hidden)]TJ 1.01 0 0 1 317.955 269.566 Tm [(lay)8(er)-248(is)-247(a)-248(scalar)-247(multiple)-248(of)]TJ /T1_3 8.966 Tf 1 0 0 1 419.694 269.566 Tm (x)Tj /T1_4 7.273 Tf 4.671 -1.345 Td (0)Tj /T1_2 8.966 Tf 1.01 0 0 1 428.245 269.566 Tm [(;)-248(\(2\))-247(interactions)-248(come)-247(in)-248(a)-247(bit-wise)]TJ 1 0 0 1 317.955 258.607 Tm (fashion.)Tj /T1_1 10.909 Tf 0 -21.841 TD [(3)-1000(OUR)-250(PROPOSED)-250(MODEL)]TJ 0 -15.691 TD [(3.1)-1000(Compr)8(esse)-7(d)-250(Interaction)-250(Netw)8(ork)]TJ /T1_2 8.966 Tf 1.02 0 0 1 317.525 207.376 Tm [(W)78(e)-271(design)-272(a)-272(ne)7(w)-272(cr)8(oss)-272(netw)8(ork,)-272(name)-7(d)-272(Compr)8(esse)-7(d)-272(Interaction)]TJ 0.994 0 0 1 317.955 196.417 Tm [(Netw)8(ork)-251(\()11(CIN\),)-251(with)-251(the)-250(follo)7(wing)-251(considerations:)-250(\(1\))-251(interactions)]TJ 0.98 0 0 1 317.955 185.458 Tm [(ar)8(e)-246(applie)-7(d)-247(at)-246(v)8(e)-7(ctor-wise)-246(le)7(v)8(el,)-246(not)-247(at)-246(bit-wise)-246(le)7(v)8(el;)-246(\(2\))-247(high-or)9(der)]TJ 1.02 0 0 1 317.955 174.499 Tm [(featur)8(e)-277(interactions)-276(is)-277(measur)8(e)-7(d)-277(e)7(xplicitly;)-277(\(3\))-276(the)-277(comple)7(xity)-277(of)]TJ 0.98 0 0 1 317.955 163.54 Tm [(netw)8(ork)-170(will)-171(not)-170(gr)8(o)7(w)-171(e)8(xp)-8(onentially)-170(with)-171(t)1(h)-1(e)-170(degr)8(e)-7(e)-170(of)-171(interactions.)]TJ 0.99 0 0 1 327.918 152.581 Tm [(Since)-252(an)-253(emb)-10(e)-7(dding)-252(v)8(e)-7(ctor)-252(is)-253(r)8(egar)8(de)-7(d)-252(as)-252(a)-253(unit)-252(for)-252(v)8(e)-7(ctor-wise)]TJ 0.989 0 0 1 317.955 141.623 Tm [(interactions,)-252(her)8(eafter)-251(w)8(e)-252(formulate)-251(the)-252(output)-252(of)-251(\033eld)-252(emb)-10(e)-7(dding)]TJ 0.98 0 0 1 317.955 130.506 Tm [(as)-227(a)-227(matrix)]TJ /T1_3 8.966 Tf 1 0 0 1 359.087 130.506 Tm (X)Tj /T1_4 7.273 Tf 6.348 3.255 Td (0)Tj /T1_7 8.966 Tf 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[(and)-195(degrade)-194(the)-195(p)-7(erformance)10(.)-194(In)-195(r)8(e)-7(cent)-195(y)9(ears,)-195(de)-7(ep)-195(neural)-194(netw)8(orks)]TJ 0.998 0 0 1 53.529 654.516 Tm [(\(DNNs\))-250(hav)8(e)-251(b)-10(e)-7(come)-250(successful)-251(in)-250(computer)-250(vision,)-251(sp)-7(e)-7(e)-7(ch)-250(r)8(e)-7(cog-)]TJ 1.003 0 0 1 53.798 643.557 Tm [(nition,)-250(and)-250(natural)-250(language)-250(pr)8(o)-7(cessing)-249(with)-250(their)-250(gr)8(eat)-250(p)-7(o)7(w)8(er)-250(of)]TJ 0.991 0 0 1 53.798 632.598 Tm [(featur)8(e)-252(r)8(epr)8(esentation)-252(learning.)-251(It)-252(is)-252(pr)8(omising)-252(to)-252(e)7(xploit)-252(DNNs)-251(to)]TJ 0.98 0 0 1 53.798 621.639 Tm [(learn)-234(sophisticate)-7(d)-233(and)-234(sele)-7(ctiv)8(e)-233(featur)8(e)-234(interactions.)-233([)]TJ 1 0 0 1 248.506 621.639 Tm (46)Tj 0.98 0 0 1 256.844 621.639 Tm [(])-234(pr)9(op)-8(oses)]TJ 0.984 0 0 1 53.798 610.68 Tm [(a)-256(Factorisation-machine)-256(supp)-7(orte)-7(d)-256(Neural)-255(Netw)8(ork)-256(\(FNN\))-256(to)-256(learn)]TJ 0.98 0 0 1 53.798 599.721 Tm [(high-or)8(der)-226(featur)8(e)-227(interactions.)-226(It)-227(uses)-226(the)-227(pr)9(e-traine)-8(d)-226(factorization)]TJ 1.02 0 0 1 53.798 588.762 Tm [(machines)-244(for)-244(\033eld)-244(emb)-10(e)-7(dding)-244(b)-9(efor)7(e)-244(applying)-244(DNN.)-244([)]TJ 1 0 0 1 253.995 588.762 Tm (31)Tj 1.02 0 0 1 262.333 588.762 Tm [(])-244(further)]TJ 0.98 0 0 1 53.798 577.803 Tm [(pr)8(op)-7(oses)-209(a)-209(Pr)8(o)-7(duct-base)-7(d)-209(Neural)-209(Netw)8(ork)-209(\(PNN\),)-209(which)-209(intr)8(o)-7(duces)]TJ 0 -10.959 TD [(a)-248(pr)8(o)-7(duct)-248(lay)9(er)-248(b)-10(etw)8(e)-7(en)-248(emb)-10(e)-8(dding)-247(lay)8(er)-248(and)-248(DNN)-248(lay)9(er)60(,)-248(and)-248(do)-7(es)]TJ T* [(not)-211(r)8(ely)-210(on)-211(pr)8(e-traine)-7(d)-211(FM.)-210(The)-211(major)-211(do)7(wnside)-210(of)-211(FNN)-211(and)-210(PNN)-211(is)]TJ 0.994 0 0 1 53.798 544.927 Tm [(that)-250(the)7(y)-251(fo)-7(cus)-250(mor)8(e)-251(on)-250(high-or)8(der)-251(featur)8(e)-250(interactions)-250(while)-251(cap-)]TJ 0.98 0 0 1 53.798 533.968 Tm [(tur)8(e)-246(little)-247(lo)8(w-or)8(der)-247(interactions.)-246(The)-246(Wide&De)-7(ep)-247([)]TJ 1 0 0 1 238.921 533.968 Tm (5)Tj 0.98 0 0 1 243.09 533.968 Tm [(])-246(and)-247(De)-7(epFM)]TJ 0.997 0 0 1 53.798 523.009 Tm ([)Tj 1 0 0 1 56.981 523.009 Tm (9)Tj 0.997 0 0 1 61.15 523.009 Tm [(])-252(mo)-7(dels)-252(o)7(v)8(er)8(come)-252(this)-252(pr)8(oblem)-253(by)-252(intr)8(o)-7(ducing)-252(hybrid)-252(ar)8(chite)-7(c-)]TJ 1 0 0 1 53.798 512.05 Tm [(tur)8(es,)-249(which)-250(contain)-249(a)-249(shallo)7(w)-250(comp)-7(onent)-249(and)-249(a)-250(de)-7(ep)-249(comp)-7(onent)]TJ 0.98 0 0 1 53.467 501.091 Tm [(with)-222(the)-222(purp)-7(ose)-222(of)-222(learning)-222(b)-11(oth)-222(memorization)-222(and)-222(generalization.)]TJ 1 0 0 1 53.529 490.132 Tm [(Ther)8(efor)8(e)-251(the)7(y)-252(can)-251(jointly)-251(learn)-251(lo)7(w-or)8(der)-252(and)-251(high-or)8(der)-251(featur)8(e)]TJ 0.269 -10.959 Td (interactions.)Tj 1.02 0 0 1 63.761 468.214 Tm [(All)-357(the)-356(ab)-10(o)7(v)8(ementione)-7(d)-357(mo)-7(dels)-356(le)7(v)7(erage)-356(DNNs)-357(for)-356(learning)]TJ 0.989 0 0 1 53.798 457.255 Tm [(high-or)8(der)-254(featur)8(e)-255(interactions.)-254(Ho)7(w)8(e)7(v)8(er)60(,)-255(DNNs)-254(mo)-7(del)-254(high-or)8(der)]TJ 0.98 0 0 1 53.798 446.296 Tm [(featur)8(e)-172(interactions)-172(in)-172(an)-172(implicit)-172(fashion.)-172(The)-172(\033nal)-172(function)-172(learne)-7(d)]TJ 1.02 0 0 1 53.798 435.337 Tm [(by)-251(DNNs)-250(can)-251(b)-10(e)-250(arbitrar)-15(y)58(,)-251(and)-250(ther)8(e)-251(is)-251(no)-250(the)-7(or)8(etical)-251(conclusion)]TJ 0.98 0 0 1 53.798 424.379 Tm [(on)-236(what)-235(the)-236(maximum)-236(degr)9(e)-8(e)-235(of)-236(featur)8(e)-235(interactions)-236(is.)-236(In)-235(addition,)]TJ 1.02 0 0 1 53.798 413.42 Tm [(DNNs)-320(mo)-7(del)-320(featur)8(e)-320(interactions)-320(at)-320(the)-320(bit-wise)-320(le)7(v)8(el,)-320(which)-320(is)]TJ 0.986 0 0 1 53.798 402.461 Tm [(di\035er)8(ent)-254(fr)8(om)-254(the)-254(traditional)-254(FM)-254(frame)7(w)8(ork)-254(which)-254(mo)-8(dels)-254(featur)8(e)]TJ 1.02 0 0 1 53.798 391.502 Tm [(interactions)-277(a)1(t)-277(the)-276(v)7(e)-6(ctor-wise)-277(le)7(v)8(el.)-277(Thus,)-276(in)-277(the)-276(\033eld)-277(of)-276(r)7(e)-6(com-)]TJ 0.98 0 0 1 53.798 380.543 Tm [(mender)-181(systems,)-181(whether)-182(DNNs)-181(ar)8(e)-181(inde)-7(e)-7(d)-181(the)-181(most)-182(e\035e)-7(ctiv)8(e)-181(mo)-7(del)]TJ 1.02 0 0 1 53.798 369.584 Tm [(in)-274(r)7(epr)8(esenting)-274(high-or)8(der)-275(featur)8(e)-274(interactions)-275(r)8(emains)-274(an)-275(op)-7(en)]TJ 0.995 0 0 1 53.798 358.625 Tm [(question.)-252(In)-253(this)-252(pap)-7(er)59(,)-252(w)8(e)-252(pr)8(op)-7(ose)-253(a)-252(neural)-252(netw)8(ork-base)-7(d)-253(mo)-7(del)]TJ 1.02 0 0 1 53.798 347.666 Tm [(to)-346(learn)-347(featur)8(e)-346(interactions)-346(in)-347(an)-346(e)7(xplicit,)-346(v)7(e)-6(ctor-wise)-347(fashion.)]TJ 1.011 0 0 1 53.798 336.707 Tm [(Our)-246(appr)8(oach)-247(is)-246(base)-7(d)-246(on)-247(the)-246(De)-7(ep)-246(&)-246(Cr)7(oss)-246(Netw)8(ork)-246(\(DCN\))-247([)]TJ 1 0 0 1 281.471 336.707 Tm (40)Tj 1.011 0 0 1 289.81 336.707 Tm (],)Tj 1.015 0 0 1 53.467 325.748 Tm [(which)-247(aims)-247(to)-247(e\034ciently)-247(captur)8(e)-247(featur)8(e)-247(interactions)-247(of)-247(b)-10(ounde)-7(d)]TJ 0.998 0 0 1 53.798 314.79 Tm [(degr)8(e)-7(es.)-250(Ho)7(w)8(e)7(v)8(er)59(,)-250(w)8(e)-250(will)-250(argue)-250(in)-250(Se)-7(ction)-250(2.3)-250(that)-250(DCN)-250(will)-250(lead)]TJ 1.02 0 0 1 53.798 303.831 Tm [(to)-293(a)-293(sp)-7(e)-6(cial)-293(format)-293(of)-293(interactions.)-293(W)78(e)-293(thus)-293(design)-292(a)-293(no)7(v)7(el)-292(com-)]TJ 0.999 0 0 1 53.798 292.872 Tm [(pr)8(esse)-7(d)-251(interaction)-251(netw)8(ork)-250(\()10(CIN\))-251(to)-251(r)8(eplace)-251(the)-250(cr)8(oss)-251(netw)8(ork)-251(in)]TJ 0.987 0 0 1 53.798 281.913 Tm [(the)-253(DCN.)-253(CIN)-253(learns)-253(featur)9(e)-253(interactions)-253(e)7(xplicitly)60(,)-253(and)-253(the)-253(degr)8(e)-7(e)]TJ 1.02 0 0 1 53.798 270.954 Tm [(of)-307(interactions)-306(gr)8(o)6(ws)-306(with)-307(the)-307(depth)-306(of)-307(the)-306(netw)7(ork.)-307(Follo)7(wing)]TJ T* [(the)-330(spirit)-331(of)-330(the)-331(Wide&De)-7(ep)-330(and)-331(De)-6(epFM)-331(mo)-7(dels,)-330(w)8(e)-331(combine)]TJ T* [(the)-296(e)7(xplicit)-295(high-or)8(der)-296(interaction)-295(mo)-7(dule)-296(with)-295(implicit)-295(interac-)]TJ 0.991 0 0 1 53.798 238.077 Tm [(tion)-253(mo)-7(dule)-252(and)-253(traditional)-253(FM)-252(mo)-7(dule)10(,)-253(and)-253(nam)1(e)-253(the)-253(joint)-252(mo)-7(del)]TJ 1 0 0 1 53.798 227.118 Tm [(eXtr)8(eme)-250(De)-7(ep)-251(Factorization)-250(Machine)-251(\(xDe)-7(epFM\).)-250(The)-251(ne)7(w)-250(mo)-7(del)]TJ 0.992 0 0 1 53.798 216.159 Tm [(r)8(e)-7(quir)8(es)-253(no)-252(manual)-253(featur)8(e)-253(engine)-7(ering)-252(and)-253(r)8(elease)-253(data)-252(scientists)]TJ 1.001 0 0 1 53.798 205.2 Tm [(fr)8(om)-251(te)-7(dious)-251(featur)8(e)-251(sear)8(ching)-251(w)8(ork.)-251(T)63(o)-251(summarize)10(,)-251(w)8(e)-250(make)-251(the)]TJ 1 0 0 1 53.798 194.242 Tm [(follo)7(wing)-250(contributions:)]TJ /T1_2 8.966 Tf 15.967 -18.827 Td (\017)Tj /T1_1 8.966 Tf 1.02 0 0 1 78.207 175.415 Tm [(W)78(e)-314(pr)8(op)-7(ose)-315(a)-314(no)6(v)8(el)-314(mo)-7(del,)-315(name)-7(d)-314(eXtr)8(eme)-315(De)-7(ep)-315(Factor-)]TJ 0.999 0 0 1 78.207 164.456 Tm [(ization)-250(Machine)-250(\(xDe)-7(epFM\),)-250(that)-251(jointly)-250(learns)-250(e)7(xplicit)-250(and)]TJ 1.02 0 0 1 78.207 153.497 Tm [(implicit)-277(high-or)8(der)-277(featur)8(e)-277(interactions)-277(e\035e)-7(ctiv)8(ely)-277(and)-277(r)7(e-)]TJ 1 0 0 1 78.207 142.538 Tm [(quir)8(es)-250(no)-250(manual)-250(featur)8(e)-250(engine)-7(ering.)]TJ /T1_2 8.966 Tf -8.442 -10.959 Td (\017)Tj /T1_1 8.966 Tf 0.98 0 0 1 78.207 131.579 Tm [(W)82(e)-170(design)-171(a)-170(compr)9(esse)-8(d)-170(interaction)-170(netw)8(ork)-170(\()11(CIN\))-170(in)-171(xDe)-7(epFM)]TJ 1.02 0 0 1 78.207 120.62 Tm [(that)-356(learns)-355(high-or)8(der)-356(featur)8(e)-356(interactions)-356(e)7(xplicitly)58(.)-356(W)78(e)]TJ 0.98 0 0 1 78.207 109.661 Tm [(sho)7(w)-203(that)-202(the)-203(degr)8(e)-7(e)-203(of)-203(featur)9(e)-203(interactions)-203(incr)8(eases)-202(at)-203(each)]TJ 1.02 0 0 1 78.207 98.702 Tm [(lay)8(er)58(,)-282(and)-282(featur)7(es)-282(interact)-282(at)-282(the)-282(v)8(e)-7(ctor-wise)-282(le)7(v)8(el)-282(rather)]TJ 1 0 0 1 78.207 87.744 Tm [(than)-250(the)-250(bit-wise)-250(le)7(v)8(el.)]TJ /T1_2 8.966 Tf 255.715 610.607 Td (\017)Tj /T1_1 8.966 Tf 0.98 0 0 1 342.364 698.351 Tm [(W)82(e)-170(conduct)-171(e)8(xtensiv)8(e)-170(e)7(xp)-7(eriments)-170(on)-170(thr)8(e)-7(e)-171(r)9(eal-w)8(orld)-170(dataset,)]TJ 0.987 0 0 1 342.364 687.392 Tm [(and)-252(the)-252(r)8(esults)-251(demonstrate)-252(that)-252(our)-252(xDe)-7(epFM)-252(outp)-7(erforms)]TJ 1 0 0 1 342.364 676.433 Tm [(se)7(v)8(eral)-250(state-of-the-art)-250(mo)-7(dels)-250(signi\033cantly)59(.)]TJ 1.02 0 0 1 317.686 660.834 Tm [(The)-260(r)8(est)-260(of)-260(this)-260(pap)-7(er)-260(is)-259(organize)-7(d)-260(as)-260(follo)7(ws.)-260(Se)-7(ction)-260(2)-260(pr)8(o)7(vides)]TJ 0.98 0 0 1 317.955 649.875 Tm [(some)-230(pr)8(eliminar)-15(y)-231(kno)7(wle)-7(dge)-230(which)-231(is)-230(ne)-7(cessar)-15(y)-231(for)-230(understanding)]TJ 1.019 0 0 1 317.955 638.916 Tm [(de)-7(ep)-244(learning-base)-7(d)-243(r)7(e)-6(commender)-244(systems.)-244(Se)-7(ction)-244(3)-244(intr)8(o)-7(duces)]TJ 1.014 0 0 1 317.955 627.957 Tm [(our)-247(pr)8(op)-7(ose)-7(d)-246(CIN)-247(and)-246(xDe)-7(epFM)-247(mo)-7(del)-246(in)-247(detail.)-247(W)79(e)-246(will)-247(pr)8(esent)]TJ 0.98 0 0 1 317.955 616.998 Tm [(e)7(xp)-7(erimental)-207(e)7(xplorations)-206(on)-207(multiple)-207(datasets)-206(in)-207(Se)-7(ction)-207(4.)-207(Relate)-7(d)]TJ 1 0 0 1 317.623 606.039 Tm [(w)8(orks)-250(ar)8(e)-250(discusse)-7(d)-250(in)-250(Se)-7(ction)-250(5.)-250(Se)-7(ction)-250(6)-250(concludes)-250(this)-250(pap)-7(er)59(.)]TJ /T1_3 10.909 Tf 0.332 -23.999 Td [(2)-1000(PRELIMINARIES)]TJ 0 -15.691 TD [(2.1)-1000(Emb)-10(e)-7(dding)-250(Lay)8(er)]TJ /T1_1 8.966 Tf 1.018 0 0 1 317.955 552.65 Tm [(In)-246(computer)-245(vision)-246(or)-245(natural)-246(language)-245(understanding,)-246(the)-245(input)]TJ 1.005 0 0 1 317.955 541.691 Tm [(data)-248(ar)8(e)-248(usually)-247(images)-248(or)-248(te)7(xtual)-248(signals,)-248(which)-247(ar)8(e)-248(kno)7(wn)-248(to)-248(b)-10(e)]TJ 1.02 0 0 1 317.955 530.733 Tm [(spatially)-322(and/or)-322(temp)-7(orally)-322(corr)8(elate)-7(d,)-322(so)-321(DNNs)-322(can)-322(b)-10(e)-322(applie)-7(d)]TJ 0 -10.959 TD [(dir)8(e)-7(ctly)-351(on)-350(the)-351(raw)-351(featur)8(e)-350(with)-351(dense)-351(structur)8(es.)-351(Ho)7(w)7(e)7(v)8(er)58(,)-351(in)]TJ 1.005 0 0 1 317.623 508.815 Tm [(w)8(eb-scale)-248(r)8(e)-7(commender)-248(systems,)-248(the)-248(input)-248(featur)8(es)-248(ar)8(e)-248(sparse)10(,)-248(of)]TJ 1.02 0 0 1 317.955 497.856 Tm [(huge)-301(dimension,)-302(and)-301(pr)8(esent)-302(no)-301(clear)-301(spatial)-302(or)-301(temp)-7(oral)-301(corr)8(e-)]TJ T* [(lation.)-314(Ther)8(efor)8(e)10(,)]TJ /T1_4 8.966 Tf 66.622 0 Td (multi-\033eld)Tj /T1_1 8.966 Tf 41.034 0 Td [(categorical)-314(form)-313(is)-314(widely)-313(use)-7(d)-314(by)]TJ -107.656 -10.959 Td [(r)8(elate)-7(d)-271(w)7(orks)-271([)]TJ 1 0 0 1 374.877 475.938 Tm (9)Tj 1.02 0 0 1 379.047 475.938 Tm (,)Tj 1 0 0 1 383.541 475.938 Tm (31)Tj 1.02 0 0 1 391.879 475.938 Tm (,)Tj 1 0 0 1 396.373 475.938 Tm (37)Tj 1.02 0 0 1 404.712 475.938 Tm (,)Tj 1 0 0 1 409.206 475.938 Tm (40)Tj 1.02 0 0 1 417.545 475.938 Tm (,)Tj 1 0 0 1 422.039 475.938 Tm (46)Tj 1.02 0 0 1 430.378 475.938 Tm [(].)-272(For)-271(e)7(xample)10(,)-272(one)-271(input)-271(instance)]TJ /T1_5 8.966 Tf 1 0 0 1 317.955 464.979 Tm ([user_id=s02,gender=male,)Tj T* (organization=msra,interests=comedy&rock])Tj /T1_1 8.966 Tf 0.98 0 0 1 498.777 454.02 Tm [(is)-170(normally)-170(trans-)]TJ 1.02 0 0 1 317.955 443.061 Tm [(forme)-7(d)-346(into)-347(a)-346(high-dimensional)-346(sparse)-347(featur)8(es)-346(via)-347(\033eld-awar)8(e)]TJ 1 0 0 1 317.955 432.102 Tm [(one-hot)-250(enco)-7(ding:)]TJ /T1_2 8.966 Tf 22.574 -20.239 Td (\273)Tj /T1_6 8.966 Tf (0)Tj /T1_7 8.966 Tf 7.066 0 Td (;)Tj /T1_6 8.966 Tf 3.736 0 Td (1)Tj /T1_7 8.966 Tf 4.08 0 Td (;)Tj /T1_6 8.966 Tf 3.736 0 Td (0)Tj /T1_7 8.966 Tf 4.079 0 Td (;)Tj /T1_6 8.966 Tf 3.736 0 Td (0)Tj /T1_7 8.966 Tf 4.08 0 Td [(;)-183(:)-33(:)-33(:)-7(;)]TJ /T1_6 8.966 Tf 14.995 0 Td (0)Tj /T1_8 8.966 Tf -42.522 -6.701 Td (|)Tj /T1_9 8.966 Tf 4.948 0 Td [( )56( )55( )56( )55( )56( )55( )56( )55( )56( )]TJ /T1_8 8.966 Tf 12.821 0 Td ({z)Tj /T1_9 8.966 Tf 10.525 0 Td [( )56( )55( )56( )55( )56( )55( )56( )55( )56( )]TJ /T1_8 8.966 Tf 12.82 0 Td (})Tj /T1_10 7.273 Tf -29.419 -11.393 Td [(u)-70(s)-85(e)-80(r)-120(i)-68(d)]TJ /T1_2 8.966 Tf 34.996 18.094 Td [(\274)-250(\273)]TJ /T1_6 8.966 Tf 14.428 0 Td (1)Tj /T1_7 8.966 Tf 4.08 0 Td (;)Tj /T1_6 8.966 Tf 3.736 0 Td (0)Tj /T1_8 8.966 Tf -11.981 -6.701 Td [(|)111({z)111(})]TJ /T1_11 7.273 Tf -2.232 -11.393 Td (g)Tj /T1_10 7.273 Tf 4.226 0 Td [(e)-80(n)-30(d)-90(e)-80(r)]TJ /T1_2 8.966 Tf 20.371 18.094 Td [(\274)-250(\273)]TJ /T1_6 8.966 Tf (0)Tj /T1_7 8.966 Tf 12.293 0 Td (;)Tj /T1_6 8.966 Tf 3.736 0 Td (1)Tj /T1_7 8.966 Tf 4.079 0 Td (;)Tj /T1_6 8.966 Tf 3.736 0 Td (0)Tj /T1_7 8.966 Tf 4.08 0 Td (;)Tj /T1_6 8.966 Tf 3.736 0 Td (0)Tj /T1_7 8.966 Tf 4.08 0 Td [(;)-183(:)-33(:)-33(:)-7(;)]TJ /T1_6 8.966 Tf 14.994 0 Td (0)Tj /T1_8 8.966 Tf -42.521 -6.701 Td (|)Tj /T1_9 8.966 Tf 4.948 0 Td [( )56( )55( )56( )55( )56( )55( )56( )55( )56( )]TJ /T1_8 8.966 Tf 12.82 0 Td ({z)Tj /T1_9 8.966 Tf 10.525 0 Td [( )56( )55( )56( )55( )56( )55( )56( )55( )56( )]TJ /T1_8 8.966 Tf 12.821 0 Td (})Tj /T1_10 7.273 Tf -40.852 -10.724 Td [(o)-45(r)]TJ /T1_11 7.273 Tf 7.542 0 Td (g)Tj /T1_10 7.273 Tf 4.24 0 Td [(a)-45(n)-40(i)-83(z)-67(a)-50(t)-105(i)-73(o)-45(n)]TJ /T1_2 8.966 Tf 34.647 17.425 Td [(\274)-250(\273)]TJ /T1_6 8.966 Tf (0)Tj /T1_7 8.966 Tf 12.293 0 Td (;)Tj /T1_6 8.966 Tf 3.736 0 Td (1)Tj /T1_7 8.966 Tf 4.079 0 Td (;)Tj /T1_6 8.966 Tf 3.736 0 Td (0)Tj /T1_7 8.966 Tf 4.08 0 Td (;)Tj /T1_6 8.966 Tf 3.736 0 Td (1)Tj /T1_7 8.966 Tf 4.08 0 Td [(;)-183(:)-33(:)-33(:)-7(;)]TJ /T1_6 8.966 Tf 14.994 0 Td (0)Tj /T1_8 8.966 Tf -42.521 -6.701 Td (|)Tj /T1_9 8.966 Tf 4.948 0 Td [( )56( )55( )56( )55( )56( )55( )56( )55( )56( )]TJ /T1_8 8.966 Tf 12.82 0 Td ({z)Tj /T1_9 8.966 Tf 10.525 0 Td [( )56( )55( )56( )55( )56( )55( )56( )55( )56( )]TJ /T1_8 8.966 Tf 12.821 0 Td (})Tj /T1_10 7.273 Tf -34.041 -10.724 Td [(i)-78(n)-45(t)-110(e)-80(r)-125(e)-80(s)-85(t)-105(s)]TJ /T1_2 8.966 Tf 39.618 17.425 Td (\274)Tj /T1_1 8.966 Tf 0.995 0 0 1 317.641 374.715 Tm [(An)-252(emb)-10(e)-7(dding)-252(lay)9(er)-252(is)-252(applie)-7(d)-252(up)-7(on)-251(the)-252(raw)-252(featur)8(e)-251(input)-252(to)-252(com-)]TJ 1.02 0 0 1 317.955 363.756 Tm [(pr)8(ess)-252(it)-253(to)-252(a)-252(lo)7(w)-252(dimensional,)-252(dense)-253(r)8(eal-value)-252(v)8(e)-7(ctor)58(.)-252(If)-253(the)-252(\033eld)]TJ T* [(is)-349(univalent,)-349(the)-349(featur)8(e)-349(emb)-10(e)-7(dding)-349(is)-349(use)-7(d)-349(as)-349(the)-349(\033eld)-349(emb)-10(e)-6(d-)]TJ T* [(ding.)-308(T)48(ake)-308(the)-308(ab)-10(o)7(v)7(e)-308(instance)-308(as)-308(an)-308(e)7(xample)10(,)-308(the)-308(emb)-10(e)-7(dding)-308(of)]TJ 1.009 0 0 1 317.955 330.879 Tm [(featur)8(e)]TJ /T1_4 8.966 Tf 27.981 0 Td (male)Tj /T1_1 8.966 Tf 19.797 0 Td [(is)-249(taken)-248(as)-249(the)-248(emb)-10(e)-7(dding)-249(of)-248(\033eld)]TJ /T1_4 8.966 Tf 124.928 0 Td (gender)Tj /T1_1 8.966 Tf [(.)-249(If)-248(the)-249(\033eld)]TJ 1.02 0 0 1 317.955 319.92 Tm [(is)-274(multivalent,)-273(the)-274(sum)-273(of)-274(featur)8(e)-273(emb)-10(e)-7(dding)-274(is)-273(use)-7(d)-274(as)-273(the)-274(\033eld)]TJ T* [(emb)-10(e)-7(dding.)-323(The)-322(emb)-10(e)-7(dding)-322(lay)8(er)-322(is)-323(illustrate)-7(d)-322(in)-322(Figur)7(e)-322(1.)-323(The)]TJ 1 0 0 1 317.955 298.003 Tm [(r)8(esult)-250(of)-250(emb)-10(e)-7(dding)-250(lay)8(er)-250(is)-250(a)-250(wide)-250(concatenate)-7(d)-250(v)8(e)-7(ctor:)]TJ /T1_12 8.966 Tf 86.924 -20.24 Td (e)Tj /T1_13 8.966 Tf 6.624 0 Td (=)Tj /T1_2 8.966 Tf 8.193 0 Td (\273)Tj /T1_12 8.966 Tf (e)Tj /T1_6 7.273 Tf 7.12 -1.345 Td (1)Tj /T1_7 8.966 Tf 3.79 1.345 Td (;)Tj /T1_12 8.966 Tf 3.736 0 Td (e)Tj /T1_6 7.273 Tf 4.134 -1.345 Td (2)Tj /T1_7 8.966 Tf 3.79 1.345 Td [(;)-183(:)-33(:)-33(:)-7(;)]TJ /T1_12 8.966 Tf 14.995 0 Td (e)Tj /T1_10 7.273 Tf 3.857 -1.345 Td (m)Tj /T1_2 8.966 Tf 7.174 1.345 Td (\274)Tj /T1_1 8.966 Tf 1.02 0 0 1 317.623 257.523 Tm [(wher)8(e)]TJ /T1_14 8.966 Tf 1 0 0 1 342.926 257.523 Tm (m)Tj /T1_1 8.966 Tf 1.02 0 0 1 352.824 257.523 Tm [(denotes)-285(the)-285(numb)-10(er)-285(of)-285(\033elds,)-286(and)]TJ /T1_12 8.966 Tf 1 0 0 1 481.366 257.523 Tm (e)Tj /T1_12 7.273 Tf 4.134 -1.397 Td (i)Tj /T1_2 8.966 Tf 6.063 1.397 Td (2)Tj /T1_15 8.966 Tf 8.29 0 Td (R)Tj /T1_10 7.273 Tf 6.09 3.255 Td (D)Tj /T1_1 8.966 Tf 1.02 0 0 1 514.868 257.523 Tm [(denotes)-285(the)]TJ 1.003 0 0 1 317.955 246.564 Tm [(emb)-10(e)-7(dding)-249(of)-248(one)-249(\033eld.)-249(Although)-248(the)-249(featur)8(e)-249(lengths)-248(of)-249(instances)]TJ 1.02 0 0 1 317.955 235.605 Tm [(can)-302(b)-10(e)-301(various,)-302(their)-302(emb)-10(e)-7(ddings)-301(ar)8(e)-302(of)-302(the)-302(same)-302(lengt)1(h)]TJ /T1_14 8.966 Tf 1 0 0 1 532.893 235.605 Tm (m)Tj /T1_2 8.966 Tf 9.743 0 Td (\002)Tj /T1_14 8.966 Tf 8.066 0 Td (D)Tj /T1_1 8.966 Tf 1.02 0 0 1 557.176 235.605 Tm (,)Tj 1 0 0 1 317.623 224.646 Tm [(wher)8(e)]TJ /T1_14 8.966 Tf 24.954 0 Td (D)Tj /T1_1 8.966 Tf 8.715 0 Td [(is)-250(the)-250(dimension)-250(of)-250(\033eld)-250(emb)-10(e)-7(dding.)]TJ ET q 0.6933441 0 0 0.6933441 337.1990051 140.3809967 cm /Fm0 Do Q BT /T1_3 8.966 Tf 317.955 120.755 Td [(Figur)8(e)-307(1:)-307(The)-307(\033eld)-307(emb)-10(e)-7(dding)-307(lay)8(er)59(.)-307(The)-307(dimension)-307(of)-307(em-)]TJ T* [(b)-10(e)-7(dding)-250(in)-250(this)-250(e)7(xample)-250(is)-250(4.)]TJ ET /QITE_maskingtape BMC 1 g 36.9 721.8 537.31 27.9 re f EMC /Artifact <>BDC q 1 0 0 1 54 755.4614258 cm 0 g /GS0 gs /Fm1 Do Q EMC /Artifact <>BDC q 1 0 0 1 349.5759888 755.4614258 cm 0 g /GS0 gs /Fm2 Do Q EMC /Artifact <>BDC q 1 0 0 1 297.6325073 38.5740509 cm 0 g /GS0 gs /Fm3 Do Q EMC endstream endobj 886 0 obj <>>>/Resources 895 0 R/Subtype/Form>>stream 0 g 0 G 0 i 0 J []0 d 0 j 1 w 10 M 0 Tc 0 Tw 100 Tz 0 TL 0 Tr 0 Ts BT 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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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Research Track Paper
KDD 2018, August 19-23, 2018, London, United Kingdom
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