{"id":1076037,"date":"2024-04-07T11:55:00","date_gmt":"2024-04-07T18:55:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1076037"},"modified":"2024-09-25T04:16:31","modified_gmt":"2024-09-25T11:16:31","slug":"world-health-day-2024","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/world-health-day-2024\/","title":{"rendered":"\u5b88\u62a4\u4eba\u7c7b\u5065\u5eb7\uff1a\u4eba\u5de5\u667a\u80fd\u8d4b\u80fd\u533b\u7597\u9886\u57df\u521b\u65b0\u5e94\u7528"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u6bcf\u5e74\u76844\u67087\u65e5\u662f\u4e16\u754c\u536b\u751f\u65e5\uff0c\u53c8\u79f0\u4e16\u754c\u5065\u5eb7\u65e5\uff0c\u65e8\u5728\u5f15\u8d77\u4e16\u754c\u5404\u56fd\u4eba\u6c11\u5bf9\u536b\u751f\u3001\u5065\u5eb7\u5de5\u4f5c\u7684\u5173\u6ce8\uff0c\u63d0\u9ad8\u4eba\u4eec\u5bf9\u536b\u751f\u9886\u57df\u7684\u7d20\u8d28\u548c\u8ba4\u8bc6\uff0c\u5f3a\u8c03\u5065\u5eb7\u5bf9\u4e8e\u52b3\u52a8\u521b\u9020\u548c\u5e78\u798f\u751f\u6d3b\u7684\u91cd\u8981\u6027\u3002\u90a3\u4e48\uff0c\u5982\u679c\u533b\u7597\u6280\u672f\u80fd\u591f\u66f4\u52a0\u667a\u80fd\uff0c\u6211\u4eec\u662f\u5426\u80fd\u591f\u66f4\u65e9\u5730\u53d1\u73b0\u5065\u5eb7\u9690\u60a3\uff0c\u66f4\u7cbe\u51c6\u5730\u8fdb\u884c\u75be\u75c5\u6cbb\u7597\uff1f\u5728\u4e16\u754c\u536b\u751f\u65e5\u5230\u6765\u4e4b\u9645\uff0c\u8ba9\u6211\u4eec\u4e00\u8d77\u901a\u8fc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff08\u4e0a\u6d77\uff09\u7684\u51e0\u4e2a\u5408\u4f5c\u7814\u7a76\u9879\u76ee\uff0c\u770b\u770b\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u52a9\u529b\u6211\u4eec\u6253\u9020\u4e00\u4e2a\u66f4\u52a0\u5065\u5eb7\u7684\u672a\u6765\u3002<\/p>\n\n\n\n<hr 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id=\"\u65e9\u53d1\u73b0-\u65e9\u6cbb\u7597-\u4eba\u5de5\u667a\u80fd\u8f85\u52a9\u75be\u75c5\u68c0\u6d4b\u4e0e\u5eb7\u590d\u8bad\u7ec3\">\u65e9\u53d1\u73b0\u3001\u65e9\u6cbb\u7597\uff1a\u4eba\u5de5\u667a\u80fd\u8f85\u52a9\u75be\u75c5\u68c0\u6d4b\u4e0e\u5eb7\u590d\u8bad\u7ec3<\/h2>\n\n\n\n<p>\u75be\u75c5\u7684\u65e9\u671f\u8bca\u65ad\u5bf9\u4e8e\u63d0\u9ad8\u6cbb\u7597\u6548\u679c\u548c\u60a3\u8005\u7684\u751f\u6d3b\u8d28\u91cf\u81f3\u5173\u91cd\u8981\uff0c\u800c\u5eb7\u590d\u8bad\u7ec3\u5219\u662f\u8bb8\u591a\u75be\u75c5\u6cbb\u7597\u8fc7\u7a0b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u73af\uff0c\u5bf9\u4e8e\u6062\u590d\u60a3\u8005\u7684\u5404\u9879\u529f\u80fd\u5177\u6709\u91cd\u8981\u4f5c\u7528\u3002\u4f20\u7edf\u7684\u8bca\u65ad\u548c\u5eb7\u590d\u65b9\u6cd5\u5f80\u5f80\u53d7\u9650\u4e8e\u8d44\u6e90\u5206\u914d\u3001\u5730\u7406\u4f4d\u7f6e\u548c\u4e13\u4e1a\u533b\u62a4\u4eba\u5458\u7684\u7a00\u7f3a\u6027\uff0c\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u9650\u5236\u4e86\u533b\u7597\u670d\u52a1\u7684\u666e\u53ca\u548c\u6548\u7387\u3002\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5219\u80fd\u901a\u8fc7\u81ea\u52a8\u5316\u548c\u667a\u80fd\u5316\u7684\u65b9\u6cd5\uff0c\u8f85\u52a9\u533b\u62a4\u4eba\u5458\u66f4\u65e9\u5730\u8bc6\u522b\u75be\u75c5\u8ff9\u8c61\uff0c\u4ece\u800c\u53ca\u65f6\u8fdb\u884c\u5e72\u9884\u548c\u6cbb\u7597\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u8bed\u97f3\u8bc6\u522b\u8f85\u52a9\u816d\u88c2\u60a3\u513f\u7684\u8bed\u97f3\u6062\u590d\">\u8bed\u97f3\u8bc6\u522b\u8f85\u52a9\u816d\u88c2\u60a3\u513f\u7684\u8bed\u97f3\u6062\u590d<\/h3>\n\n\n\n<p>\u816d\u88c2\u548c\u5507\u88c2\u662f\u53e3\u8154\u548c\u988c\u9762\u533a\u6700\u5e38\u89c1\u7684\u5148\u5929\u6027\u7578\u5f62\uff0c\u60a3\u8005\u901a\u5e38\u7531\u4e8e\u8f6f\u816d\uff08\u5373\u816d\u54bd\u529f\u80fd\u4e0d\u5168\uff09\u672a\u80fd\u5b8c\u5168\u95ed\u5408\uff0c\u65e0\u6cd5\u53d1\u51fa\u6b63\u5e38\u7684\u58f0\u97f3\uff0c\u4ece\u800c\u4ea7\u751f\u9ad8\u9f3b\u97f3\u3002\u5728\u4e0e\u76f8\u5173\u533b\u7597\u673a\u6784\u7684\u5408\u4f5c\u4e2d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u4e86\u89e3\u5230\uff0c\u9ad8\u9f3b\u97f3\u7684\u68c0\u6d4b\u662f\u816d\u88c2\u60a3\u8005\u6cbb\u7597\u7684\u5173\u952e\u56e0\u7d20\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1500\" height=\"998\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/05\/Operation-Smile-Rwanda.jpg\" alt=\"Operation Smile, Rwanda | mother holding a child with a cleft lip\" class=\"wp-image-1034838\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/05\/Operation-Smile-Rwanda.jpg 1500w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/05\/Operation-Smile-Rwanda-300x200.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/05\/Operation-Smile-Rwanda-1024x681.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/05\/Operation-Smile-Rwanda-768x511.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/05\/Operation-Smile-Rwanda-240x160.jpg 240w\" sizes=\"(max-width: 1500px) 100vw, 1500px\" \/><figcaption class=\"wp-element-caption\"><em>\uff08\u56fe\u7247\u6765\u6e90\uff1aOperation Smile\uff09<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u5728\u4e34\u5e8a\u68c0\u67e5\u4e2d\uff0c\u9ad8\u9f3b\u97f3\u901a\u5e38\u7531\u8a00\u8bed-\u8bed\u8a00\u75c5\u7406\u5b66\u5bb6\u505a\u51fa\u8bc4\u4f30\uff0c\u4f46\u662f\u4e13\u4e1a\u7684\u75c5\u7406\u5b66\u5bb6\u6570\u91cf\u6709\u9650\uff0c\u4e14\u53ea\u5206\u5e03\u5728\u4e2a\u522b\u533b\u9662\u4e2d\uff0c\u8fd9\u5c31\u9700\u8981\u60a3\u8005\u8fdb\u884c\u957f\u671f\u7684\u8de8\u5730\u533a\u8bca\u7597\u3002\u6f2b\u957f\u7684\u8bca\u7597\u5468\u671f\u548c\u9ad8\u6602\u7684\u6210\u672c\uff0c\u8ba9\u60a3\u8005\u53ca\u5bb6\u5c5e\u82e6\u4e0d\u582a\u8a00\u3002\u56e0\u6b64\uff0c\u4e00\u79cd\u81ea\u52a8\u5316\u7684\u9ad8\u9f3b\u97f3\u8bc4\u4f30\u65b9\u6cd5\u5c06\u4e0d\u4ec5\u6709\u52a9\u4e8e\u75c5\u7406\u5b66\u5bb6\u505a\u51fa\u7cbe\u786e\u5224\u65ad\uff0c\u4e5f\u80fd\u5e2e\u52a9\u60a3\u8005\u5b9e\u73b0\u8fdc\u7a0b\u8bca\u7597\uff0c\u51cf\u5c11\u82b1\u9500\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5229\u7528\u8fc1\u79fb\u5b66\u4e60\u6280\u672f\uff0c\u5f00\u53d1\u4e86\u4e00\u79cd\u57fa\u4e8e\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u6a21\u578b\u6765\u6539\u8fdb\u9ad8\u9f3b\u97f3\u8bc4\u4f30\u7684\u65b0\u65b9\u6cd5\u3002\u8be5\u6a21\u578b\u80fd\u591f\u6709\u6548\u63d0\u53d6\u58f0\u5b66\u7279\u5f81\uff0c\u5e76\u4e14\u5177\u6709\u826f\u597d\u7684\u6cdb\u5316\u80fd\u529b\u3002\u5728\u4e24\u4e2a\u816d\u88c2\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u76f8\u6bd4\u5df2\u6709\u65b9\u6cd5\uff0c\u8fd9\u4e00\u6a21\u578b\u53d6\u5f97\u4e86\u66f4\u4f18\u7684\u6027\u80fd\uff0c\u6709\u52a9\u4e8e\u63d0\u5347\u75c5\u7406\u5b66\u5bb6\u8bca\u65ad\u7684\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u9ad8\u9f3b\u97f3\u8bc4\u4f30\u7684\u7ed3\u679c\uff0c\u533b\u751f\u5c06\u4e3a\u60a3\u8005\u5b9a\u5236\u4e2a\u6027\u5316\u7684\u8bed\u97f3\u8bad\u7ec3\u65b9\u6848\u3002\u5728\u8fd9\u4e00\u73af\u8282\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8fdb\u4e00\u6b65\u5f00\u53d1\u4e86\u4e00\u4e2a\u63a9\u7801\u9884\u8bad\u7ec3\u53d1\u97f3\u8bc4\u4f30\uff08MPA\uff09\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u652f\u6301\u7aef\u5230\u7aef\u7684\u8bad\u7ec3\uff0c\u9002\u7528\u4e8e\u65e0\u76d1\u7763\u548c\u6709\u76d1\u7763\u7684\u5b66\u4e60\u73af\u5883\uff0c\u4fbf\u4e8e\u7528\u6237\u8fdc\u7a0b\u90e8\u7f72\u3002\u901a\u8fc7\u5229\u7528\u53c2\u8003\u6587\u672c\u5e76\u7ed3\u5408\u63a9\u7801\u548c\u9884\u6d4b\u7b56\u7565\u8fdb\u884c\u9884\u6d4b\uff0cMPA \u6a21\u578b\u53ef\u4ee5\u6709\u6548\u907f\u514d\u53d1\u97f3\u8bc4\u4f30\u4e2d\u7684\u9519\u4f4d\u6216\u8bef\u8bc6\u522b\u95ee\u9898\uff0c\u4e3a\u816d\u88c2\u60a3\u8005\u63d0\u4f9b\u66f4\u7cbe\u786e\u7684\u8bed\u97f3\u6821\u6b63\u652f\u6301\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6b63\u4e0e\u533b\u7597\u673a\u6784\u5408\u4f5c\uff0c\u5171\u540c\u8bc4\u4f30\u8fd9\u4e00\u521b\u65b0\u8bed\u97f3\u8bc4\u4f30\u6280\u672f\u7684\u5e94\u7528\u53ef\u884c\u6027\uff0c\u5e0c\u671b\u8fd9\u9879\u6280\u672f\u80fd\u591f\u5e2e\u52a9\u533b\u751f\u63d0\u9ad8\u8bca\u7597\u6548\u7387\uff0c\u964d\u4f4e\u60a3\u8005\u7684\u6cbb\u7597\u6210\u672c\uff0c\u5e76\u8ba9\u5e7f\u5927\u504f\u8fdc\u5730\u533a\u7684\u816d\u88c2\u60a3\u8005\u53d7\u76ca\u3002<\/p>\n\n\n\n<p><em>\u76f8\u5173\u8bba\u6587\uff1a<\/em><\/p>\n\n\n\n<p><em>\u9ad8\u9f3b\u97f3\u68c0\u6d4b\uff1aImproving Hypernasality Estimation with Automatic Speech Recognition in Cleft Palate Speech. INTERSPEECH 2022.<\/em><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/arxiv.org\/pdf\/2208.05122.pdf\">https:\/\/arxiv.org\/pdf\/2208.05122.pdf<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p><em>\u8bed\u97f3\u8bc4\u4f30\uff1aEnd-to-End Word-Level Pronunciation Assessment with MASK Pre-training. INTERSPEECH 2023.<\/em><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/arxiv.org\/pdf\/2306.02682.pdf\">https:\/\/arxiv.org\/pdf\/2306.02682.pdf<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u8bed\u97f3\u5206\u6790\u6a21\u578b\u52a9\u529b\u963f\u5c14\u8328\u6d77\u9ed8\u75c7\u7b5b\u67e5\">\u8bed\u97f3\u5206\u6790\u6a21\u578b\u52a9\u529b\u963f\u5c14\u8328\u6d77\u9ed8\u75c7\u7b5b\u67e5<\/h3>\n\n\n\n<p>\u963f\u5c14\u8328\u6d77\u9ed8\u75c7\u662f\u4e00\u79cd\u666e\u904d\u7684\u795e\u7ecf\u9000\u884c\u6027\u75be\u75c5\uff0c\u591a\u89c1\u4e8e\u8001\u5e74\u4eba\u7fa4\uff0c\u60a3\u8005\u4f1a\u9010\u6e10\u51fa\u73b0\u5305\u62ec\u8bb0\u5fc6\u51cf\u9000\u3001\u8bed\u8a00\u969c\u788d\u3001\u8ba4\u77e5\u529f\u80fd\u9000\u5316\u3001\u8ba1\u7b97\u529b\u635f\u5bb3\u7b49\u4e0d\u53ef\u9006\u7684\u8ba4\u77e5\u635f\u4f24\u3002\u5c3d\u7ba1\u76ee\u524d\u963f\u5c14\u8328\u6d77\u9ed8\u75c7\u5c1a\u65e0\u6709\u6548\u7684\u6cbb\u7597\u65b9\u6cd5\uff0c\u4f46\u53ca\u65e9\u53d1\u73b0\u5e76\u53ca\u65f6\u5e72\u9884\u5bf9\u5ef6\u7f13\u75c5\u7a0b\u53d1\u5c55\u5341\u5206\u5173\u952e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-2-768x432-1.jpg\" alt=\"close up of a young hand holding the wrist of an older person who is holding a small ball\" class=\"wp-image-1076055\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-2-768x432-1.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-2-768x432-1-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-2-768x432-1-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-2-768x432-1-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-2-768x432-1-640x360.jpg 640w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption class=\"wp-element-caption\">\uff08\u56fe\u7247\u6765\u6e90\uff1apexels.com\uff09<\/figcaption><\/figure>\n\n\n\n<p>\u4f20\u7edf\u7684\u8bca\u65ad\u65b9\u6cd5\u5982\u8111\u90e8\u6210\u50cf\u3001\u8840\u6db2\u68c0\u6d4b\u548c\u9762\u5bf9\u9762\u7684\u795e\u7ecf\u5fc3\u7406\u8bc4\u4f30\uff0c\u5468\u671f\u957f\u3001\u6210\u672c\u9ad8\u3002\u6709\u7814\u7a76\u8868\u660e\uff0c\u963f\u5c14\u8328\u6d77\u9ed8\u75c7\u7684\u65e9\u671f\u9636\u6bb5\u5176\u5b9e\u53ef\u4ee5\u901a\u8fc7\u5206\u6790\u60a3\u8005\u7684\u53e3\u8bed\u6765\u8fdb\u884c\u8bc6\u522b\uff0c\u5982\u6d41\u5229\u6027\u5931\u8bed\uff0c\u4ee5\u53ca\u5728\u8bcd\u6c47\u5bfb\u627e\u548c\u68c0\u7d22\u65b9\u9762\u7684\u56f0\u96be\u3002<\/p>\n\n\n\n<p>\u6b63\u662f\u57fa\u4e8e\u8fd9\u4e00\u53d1\u73b0\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5f00\u53d1\u4e86\u51e0\u79cd\u8bed\u97f3\u548c\u8bed\u8a00\u5206\u6790\u6280\u672f\uff0c\u65e8\u5728\u4ece\u9ad8\u7ea7\u58f0\u5b66\u548c\u8bed\u8a00\u7279\u5f81\u4e2d\u63d0\u53d6\u4e0e\u963f\u5c14\u8328\u6d77\u9ed8\u75c7\u76f8\u5173\u7684\u7ebf\u7d22\uff0c\u540c\u65f6\u6839\u636e\u8fd9\u4e9b\u7279\u5f81\u8fd8\u63a8\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u4efb\u52a1\u5bfc\u5411\u65b9\u6cd5\uff0c\u5c06\u53c2\u4e0e\u8005\u7684\u8bed\u8a00\u63cf\u8ff0\u5185\u5bb9\u4e0e\u8ba4\u77e5\u4efb\u52a1\u4e4b\u95f4\u7684\u5173\u7cfb\u8fdb\u884c\u5efa\u6a21\u3002<\/p>\n\n\n\n<p>\u5728\u81ea\u53d1\u8bed\u8a00\u8bc6\u522b\uff08ADReSS\uff09\u6570\u636e\u96c6\u7684\u4e00\u4e2a\u5b50\u4efb\u52a1\u4e2d\uff08\u201c\u53a8\u623f\u5077\u5403\u997c\u5e72 Cookie Theft\u201d\u7684\u56fe\u7247\u63cf\u8ff0\u548c\u8f6c\u5f55\u6587\u672c\u5b9e\u9a8c\uff0c\u5982\u56fe1\u6240\u793a\uff09\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5b9e\u73b0\u4e8691.4%\u7684\u51c6\u786e\u6027\u3002\u4e0e\u4f20\u7edf\u53ea\u4e13\u6ce8\u4e8e\u8bed\u97f3\u6216\u8bed\u4e49\u5206\u6790\u7684\u6a21\u578b\u4e0d\u540c\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u521b\u65b0\u5730\u5c06\u8bed\u97f3\u4e0e\u8bed\u4e49\u7ed3\u5408\uff0c\u6781\u5927\u5730\u63d0\u5347\u4e86\u75c5\u75c7\u68c0\u6d4b\u7684\u51c6\u786e\u7387\u3002\u5728\u672a\u89c1\u8fc7\u7684\u6d4b\u8bd5\u96c6\u4e0a\uff0c\u8be5\u6a21\u578b\u4e5f\u53d6\u5f97\u4e86\u8f83\u9ad8\u7684\u6548\u7387\u4e0e\u6027\u80fd\uff0c\u4e3a\u963f\u5c14\u8328\u6d77\u9ed8\u75c7\u7684\u5e7f\u6cdb\u7b5b\u67e5\u63d0\u4f9b\u4e86\u65b0\u7684\u53ef\u884c\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"501\" height=\"352\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-3.png\" alt=\"cartoon illustration of a young girl watching a boy falling off a stool and a woman washing dishes with water overflowing from the sink\" class=\"wp-image-1076058\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-3.png 501w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-3-300x211.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-3-240x169.png 240w\" sizes=\"(max-width: 501px) 100vw, 501px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u7528\u4e8e\u68c0\u6d4b\u963f\u5c14\u8328\u6d77\u9ed8\u75c7\u63cf\u8ff0\u6027\u4efb\u52a1\u7684 Cookie Theft \u56fe\u50cf\uff0c\u7531 DementiaBank Pitt Corpus, Becker \u7b49\u4eba\u63d0\u51fa\uff0c1994\u5e74<\/figcaption><\/figure>\n\n\n\n<p><em>\u76f8\u5173\u8bba\u6587\uff1a<\/em><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/arxiv.org\/pdf\/2303.08019.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Leveraging Pretrained Representations with Task-related Keywords for Alzheimer&#8217;s Disease Detection<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (ICASSP 2023)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5229\u7528\u65e0\u76d1\u7763\u65b9\u6cd5\u68c0\u6d4b\u81ea\u95ed\u75c7\u8c31\u7cfb\u969c\u788d\u60a3\u8005\u7684\u523b\u677f\u884c\u4e3a\">\u5229\u7528\u65e0\u76d1\u7763\u65b9\u6cd5\u68c0\u6d4b\u81ea\u95ed\u75c7\u8c31\u7cfb\u969c\u788d\u60a3\u8005\u7684\u523b\u677f\u884c\u4e3a<\/h3>\n\n\n\n<p>\u81ea\u95ed\u75c7\u8c31\u7cfb\u969c\u788d\uff08ASD\uff09\u5927\u591a\u8d77\u75c5\u4e8e\u5a74\u5e7c\u513f\u65f6\u671f\uff0c\u5176\u7279\u5f81\u5f80\u5f80\u8868\u73b0\u4e3a\u793e\u4ea4\u548c\u4ea4\u6d41\u969c\u788d\u4ee5\u53ca\u523b\u677f\u548c\u91cd\u590d\u6027\u884c\u4e3a\u3002\u5176\u4e2d\u523b\u677f\u548c\u91cd\u590d\u6027\u884c\u4e3a\uff0c\u5982\u4e0d\u65ad\u62cd\u6253\u5730\u9762\u3001\u53cd\u590d\u649e\u51fb\u5934\u90e8\u6216\u4e0d\u65ad\u62cd\u624b\u7b49\uff0c\u662f\u81ea\u95ed\u75c7\u8c31\u7cfb\u969c\u788d\u68c0\u6d4b\u7684\u91cd\u8981\u7ebf\u7d22\u3002\u81ea\u95ed\u75c7\u60a3\u8005\u7684\u5eb7\u590d\u673a\u7387\u4e0e\u53d1\u73b0\u548c\u5e72\u9884\u7684\u53ca\u65f6\u6027\u5bc6\u5207\u76f8\u5173\uff0c\u4f46\u5355\u7eaf\u4f9d\u9760\u4e13\u4e1a\u533b\u62a4\u4eba\u5458\u957f\u65f6\u95f4\u8ddf\u8e2a\u89c2\u5bdf\u513f\u7ae5\u884c\u4e3a\u7684\u6548\u7387\u8f83\u4f4e\u3002\u56e0\u6b64\uff0c\u4e00\u79cd\u5feb\u901f\u4e14\u81ea\u52a8\u5316\u7684\u523b\u677f\u884c\u4e3a\u68c0\u6d4b\u65b9\u6cd5\u5c06\u5177\u6709\u91cd\u8981\u4ef7\u503c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"512\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-4-768x512-1.jpg\" alt=\"close up of a toddler playing with interlocking blocks\" class=\"wp-image-1076061\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-4-768x512-1.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-4-768x512-1-300x200.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-4-768x512-1-240x160.jpg 240w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption class=\"wp-element-caption\">\uff08\u56fe\u7247\u6765\u6e90\uff1aunsplash.com\uff09<\/figcaption><\/figure>\n\n\n\n<p>\u73b0\u6709\u65b9\u6cd5\u5927\u591a\u5229\u7528\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\uff0c\u57fa\u4e8e\u81ea\u95ed\u75c7\u8c31\u7cfb\u969c\u788d\u60a3\u8005\u7684\u89c6\u9891\u5f55\u50cf\u6570\u636e\uff0c\u901a\u8fc7\u76d1\u7763\u5206\u7c7b\u548c\u6d3b\u52a8\u8bc6\u522b\u6280\u672f\u6765\u68c0\u6d4b\u523b\u677f\u884c\u4e3a\u3002\u7136\u800c\uff0c\u523b\u677f\u884c\u4e3a\u79cd\u7c7b\u7e41\u591a\uff0c\u4e14\u89c6\u9891\u5f55\u50cf\u6570\u636e\u56e0\u6d89\u53ca\u9690\u79c1\u95ee\u9898\u6536\u96c6\u56f0\u96be\uff0c\u9650\u5236\u4e86\u73b0\u6709\u76d1\u7763\u68c0\u6d4b\u65b9\u6cd5\u7684\u53ef\u884c\u6027\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u4e13\u4e1a\u533b\u7597\u673a\u6784\u5408\u4f5c\uff0c\u4ece\u65b0\u7684\u65b9\u5411\u5165\u624b\u89e3\u51b3\u6311\u6218\u2014\u2014\u5229\u7528\u65e0\u76d1\u7763\u89c6\u9891\u5f02\u5e38\u8bc6\u522b\u6765\u68c0\u6d4b\u523b\u677f\u884c\u4e3a\uff0c\u5e76\u63a8\u51fa\u4e86\u4e00\u4e2a\u57fa\u4e8e\u4eba\u4f53\u59ff\u52bf\u7684\u65f6\u95f4\u8f68\u8ff9\u548c\u52a8\u4f5c\u91cd\u590d\u6a21\u5f0f\u7684\u53cc\u6d41\u6df1\u5ea6\u6a21\u578b DS-SBD\u3002\u8be5\u6a21\u578b\u4e0d\u4ec5\u53ef\u4ee5\u5728\u53ea\u5305\u542b\u6b63\u5e38\u884c\u4e3a\u7684\u672a\u6807\u8bb0\u89c6\u9891\u4e2d\u8fdb\u884c\u8bad\u7ec3\uff0c\u800c\u4e14\u8fd8\u53ef\u4ee5\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u68c0\u6d4b\u5230\u672a\u77e5\u7c7b\u578b\u7684\u5f02\u5e38\u884c\u4e3a\uff0c\u6bd4\u5982\u8bc6\u522b\u51fa\u8bad\u7ec3\u6570\u636e\u4e2d\u672a\u66fe\u51fa\u73b0\u7684\u8f6c\u5708\u884c\u4e3a\u7b49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"527\" height=\"300\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-5.gif\" alt=\"animation of a young boy rocking back and forth\" class=\"wp-image-1076064\"\/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a\u5f53\u51fa\u73b0\u523b\u677f\u884c\u4e3a\u65f6\uff08\u4e0d\u6b63\u5e38\u7684\u62cd\u624b\uff09\uff0c\u7b97\u6cd5\u7684\u9884\u6d4b\u6982\u7387\u663e\u8457\u5347\u9ad8<\/figcaption><\/figure>\n\n\n\n<p>\u5e7f\u6cdb\u7684\u5b9e\u9a8c\u8868\u660e\uff0cDS-SBD \u6a21\u578b\u7684\u65e0\u76d1\u7763\u523b\u677f\u884c\u4e3a\u68c0\u6d4b\u65b9\u6cd5\uff0c\u5c06\u5206\u7c7b\u51c6\u786e\u6027\u6307\u6807\u7684\u5fae\u5e73\u5747\uff08micro-average\uff09AUROC \u4ece60.43%\u63d0\u9ad8\u5230\u4e8671.04%\uff0c\u5b8f\u5e73\u5747\uff08macro-average\uff09AUROC \u4ece56.45%\u63d0\u9ad8\u5230\u4e8673.39%\uff0c\u8fd9\u4e0d\u4ec5\u63d0\u5347\u4e86\u5bf9\u523b\u677f\u884c\u4e3a\u68c0\u6d4b\u7684\u51c6\u786e\u6027\uff0c\u8fd8\u8fdb\u4e00\u6b65\u6269\u5c55\u4e86\u5bf9\u66f4\u591a\u79cd\u7c7b\u523b\u677f\u884c\u4e3a\u7684\u8bc6\u522b\u80fd\u529b\u3002\u8be5\u65b9\u6cd5\u8d85\u8d8a\u4e86\u73b0\u6709\u7684 SOTA \u65b9\u6cd5\uff0c\u6709\u671b\u6210\u4e3a\u672a\u6765\u7814\u7a76\u7684\u6f5c\u5728\u57fa\u51c6\u3002\u4e0d\u8fc7\uff0c\u523b\u677f\u884c\u4e3a\u68c0\u6d4b\u53ea\u662f\u81ea\u95ed\u75c7\u8bca\u65ad\u4e2d\u7684\u4e00\u73af\uff0c\u81ea\u95ed\u75c7\u8c31\u7cfb\u969c\u788d\u7684\u65e9\u671f\u8bc6\u522b\u548c\u5e72\u9884\uff0c\u8fd8\u9700\u8981\u66f4\u591a\u8de8\u9886\u57df\u5408\u4f5c\u548c\u793e\u4f1a\u5404\u754c\u7684\u5171\u540c\u52aa\u529b\u3002<\/p>\n\n\n\n<p><em>\u76f8\u5173\u8bba\u6587\uff1a<\/em><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/arxiv.org\/pdf\/2302.13748.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Unsupervised Video Anomaly Detection for Stereotypical Behaviors in Autism<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (ICASSP 2023)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u57fa\u4e8e\u8111\u7535\u4fe1\u53f7\u63d0\u5347\u65b0\u751f\u513f\u766b\u75eb\u68c0\u6d4b\u51c6\u786e\u7387\">\u57fa\u4e8e\u8111\u7535\u4fe1\u53f7\u63d0\u5347\u65b0\u751f\u513f\u766b\u75eb\u68c0\u6d4b\u51c6\u786e\u7387<\/h3>\n\n\n\n<p>\u513f\u7ae5\u766b\u75eb\u662f\u513f\u7ae5\uff080\uff5e18\u5c81\uff09\u65f6\u671f\u5e38\u89c1\u7684\u4e00\u79cd\u75c5\u56e0\u590d\u6742\u4e14\u53cd\u590d\u53d1\u4f5c\u7684\u795e\u7ecf\u7cfb\u7edf\u7efc\u5408\u5f81\u3002\u4e3a\u4e86\u907f\u514d\u5f71\u54cd\u5b69\u5b50\u4eec\u7684\u6210\u957f\u53d1\u80b2\uff0c\u65b0\u751f\u513f\u766b\u75eb\u7684\u65e9\u671f\u68c0\u6d4b\u5341\u5206\u91cd\u8981\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"509\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-6-768x509-1.jpg\" alt=\"close up of a nurse holding a newborn infant\" class=\"wp-image-1076067\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-6-768x509-1.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-6-768x509-1-300x199.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-6-768x509-1-240x159.jpg 240w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption class=\"wp-element-caption\">\uff08\u56fe\u7247\u6765\u6e90\uff1aunsplash.com\uff09<\/figcaption><\/figure>\n\n\n\n<p>\u766b\u75eb\u53d1\u4f5c\u662f\u7531\u8111\u90e8\u795e\u7ecf\u5143\u201c\u5f02\u5e38\u653e\u7535\u201d\u6240\u5f15\u8d77\uff0c\u6240\u4ee5\u8111\u7535\u6ce2\u68c0\u67e5\u5bf9\u4e8e\u8bca\u65ad\u766b\u75eb\u75c5\u6709\u7740\u51b3\u5b9a\u6027\u7684\u4f5c\u7528\u3002\u4f46\u7531\u4e8e\u65b0\u751f\u513f\u5927\u8111\u53d1\u80b2\u4e0d\u5b8c\u5168\u3001\u8111\u7535\u6570\u636e\u566a\u58f0\u5927\u4e14\u60a3\u513f\u4e2a\u4f53\u5dee\u5f02\u660e\u663e\uff0c\u4f7f\u5f97\u57fa\u4e8e\u8111\u7535\u6ce2\u7684\u65b0\u751f\u513f\u766b\u75eb\u68c0\u6d4b\u6210\u4e3a\u4e16\u754c\u7ea7\u533b\u5b66\u96be\u9898\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u591a\u5bb6\u5408\u4f5c\u4f19\u4f34\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u548c\u8111\u7535\u4fe1\u53f7\uff08EEG\uff09\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u2014\u2014\u65f6\u7a7a EEG \u7f51\u7edc\uff08STATENet\uff09\u3002\u8be5\u6846\u67b6\u53ef\u4ee5\u5bf9\u8111\u4fe1\u53f7\u8fdb\u884c\u7cbe\u7ec6\u5316\u5904\u7406\uff0c\u7075\u6d3b\u9002\u5e94\u65b0\u751f\u513f EEG \u901a\u9053\u6570\u91cf\u7684\u53d8\u5316\uff0c\u4ee5\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\u3002\u6b64\u5916\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u63d0\u51fa\u4e86\u4e00\u4e2a\u6a21\u578b\u7ea7\u522b\u7684\u96c6\u6210\u65b9\u6cd5\uff0c\u901a\u8fc7\u52a8\u6001\u805a\u5408\u4e0d\u540c\u65f6\u7a7a\u6df1\u5ea6\u6a21\u578b\u7684\u7ed3\u679c\uff0c\u63d0\u9ad8\u4e86 STATENet \u6a21\u578b\u5728\u4e0d\u540c\u65b0\u751f\u513f\u4e4b\u95f4\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5728\u5305\u542b\u4e86\u5927\u89c4\u6a21\u771f\u5b9e\u4e16\u754c\u65b0\u751f\u513f EEG \u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u7ed3\u679c\u8868\u660e\uff0cSTATENet \u6a21\u578b\u663e\u8457\u63d0\u9ad8\u4e86\u68c0\u6d4b\u7684\u51c6\u786e\u6027\uff0cAUPRC\uff08\u7cbe\u786e\u7387-\u53ec\u56de\u7387\u66f2\u7ebf\u4e0b\u7684\u9762\u79ef\uff09\u6bd4\u73b0\u6709\u7684\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\u63d0\u5347\u4e86\u8d85\u8fc730%\uff0c\u4e3a\u533b\u751f\u8bca\u65ad\u5c0f\u513f\u766b\u75eb\u63d0\u4f9b\u4e86\u65b0\u7684\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u4e0d\u4ec5\u5982\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8fd8\u8bad\u7ec3\u4e86\u9996\u4e2a\u8de8\u6570\u636e\u96c6\u7684\u8111\u7535\u57fa\u7840\u6a21\u578b\uff0c\u53ef\u4ee5\u5bf9\u4efb\u4f55\u8111\u7535\u6570\u636e\u8fdb\u884c\u5206\u6790\uff0c\u5b9e\u73b0\u4e86\u201c\u4e00\u5bf9\u591a\u201d\u7684\u8111\u7535\u7406\u89e3\u3002\u57fa\u4e8e\u8be5\u6a21\u578b\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u5f00\u53d1\u4e86 AI Neurologist \u7cfb\u7edf\uff0c\u53ef\u8f85\u52a9\u4e34\u5e8a\u548c\u79d1\u7814\u573a\u666f\u4e0b\u7684\u8111\u7535\u4fe1\u53f7\u5206\u6790\u5de5\u4f5c\uff0c\u5c06\u533b\u751f\u7684\u5224\u65ad\u51c6\u786e\u7387\u7531\u539f\u6765\u768475%\u63d0\u9ad8\u81f390%\u3002\u76ee\u524d\uff0c\u76f8\u5173\u6a21\u578b\u5df2\u5728 GitHub \u4e0a\u5f00\u6e90\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6b22\u8fce\u5168\u7403\u7684\u7814\u7a76\u8005\u5171\u540c\u53c2\u4e0e\uff0c\u8ba9\u76f8\u5173\u6280\u672f\u5728\u66f4\u5e7f\u6cdb\u7684\u533b\u5b66\u9886\u57df\u53d1\u6325\u4f5c\u7528\uff0c\u4e3a\u4e34\u5e8a\u8bca\u65ad\u4e0e\u6cbb\u7597\u5e26\u6765\u65b0\u7684\u7a81\u7834\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"423\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/business-management-review-lidong-zhou-5.gif\" alt=\"animated graphic - AI Neurologist\" class=\"wp-image-1075797\"\/><figcaption class=\"wp-element-caption\"><em>\u56fe3\uff1aAI Neurologist \u7cfb\u7edf<\/em><\/figcaption><\/figure>\n\n\n\n<p><em>\u76f8\u5173\u8bba\u6587\uff1a<\/em><\/p>\n\n\n\n<p><em>\u65b0\u751f\u513f\u766b\u75eb\u68c0\u6d4b\u8bba\u6587\uff1aProtecting the Future: Neonatal Seizure Detection with Spatial-Temporal Modeling. IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2023.<\/em><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/arxiv.org\/abs\/2307.05382\">https:\/\/arxiv.org\/abs\/2307.05382<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p><em>\u8111\u7535\u9884\u8bad\u7ec3\u6a21\u578b\u8bba\u6587\uff1aLearning Topology-Agnostic EEG Representations with Geometry-Aware Modeling<\/em><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/openreview.net\/attachment?id=hiOUySN0ub&name=pdf\">https:\/\/openreview.net\/attachment?id=hiOUySN0ub&name=pdf<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u75c5\u7a0b\u9884\u6d4b\u4e0e\u4e2a\u6027\u5316\u6cbb\u7597-\u4eba\u5de5\u667a\u80fd\u52a9\u529b\u7cbe\u51c6\u533b\u7597\u6709\u7684\u653e\u77e2\">\u75c5\u7a0b\u9884\u6d4b\u4e0e\u4e2a\u6027\u5316\u6cbb\u7597\uff1a\u4eba\u5de5\u667a\u80fd\u52a9\u529b\u7cbe\u51c6\u533b\u7597\u6709\u7684\u653e\u77e2<\/h2>\n\n\n\n<p>\u7cbe\u51c6\u533b\u7597\u662f\u672a\u6765\u533b\u7597\u53d1\u5c55\u7684\u91cd\u8981\u65b9\u5411\uff0c\u5b83\u4ee5\u4e2a\u4f53\u5316\u5dee\u5f02\u4e3a\u57fa\u7840\uff0c\u4e3a\u60a3\u8005\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u6cbb\u7597\u65b9\u6848\u3002\u7136\u800c\uff0c\u7531\u4e8e\u75be\u75c5\u7684\u590d\u6742\u6027\u4e0e\u4e2a\u4f53\u5dee\u5f02\u6027\uff0c\u7cbe\u51c6\u533b\u7597\u7684\u5b9e\u73b0\u4ecd\u9762\u4e34\u7740\u8bf8\u591a\u6311\u6218\u3002\u4eba\u5de5\u667a\u80fd\u5728\u6570\u636e\u5904\u7406\u3001\u6a21\u5f0f\u8bc6\u522b\u548c\u9884\u6d4b\u5206\u6790\u65b9\u9762\u7684\u72ec\u7279\u80fd\u529b\uff0c\u8ba9\u5176\u5728\u9884\u6d4b\u75be\u75c5\u98ce\u9669\u548c\u75c5\u7a0b\u8fdb\u5c55\u65b9\u9762\u5c55\u73b0\u51fa\u4e86\u5de8\u5927\u7684\u6f5c\u529b\u3002\u8fd9\u79cd\u9884\u6d4b\u80fd\u529b\u5bf9\u4e8e\u6162\u6027\u75c5\u7684\u7ba1\u7406\u5c24\u4e3a\u91cd\u8981\uff0c\u53ef\u4ee5\u5e2e\u52a9\u533b\u751f\u548c\u60a3\u8005\u66f4\u597d\u5730\u7ba1\u7406\u75be\u75c5\uff0c\u51cf\u5c11\u5e76\u53d1\u75c7\u7684\u53d1\u751f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5c06\u56fe\u795e\u7ecf\u7f51\u7edc\u7528\u4e8e\u5e15\u91d1\u68ee\u75c5\u7a0b\u53d1\u5c55\u9884\u6d4b\">\u5c06\u56fe\u795e\u7ecf\u7f51\u7edc\u7528\u4e8e\u5e15\u91d1\u68ee\u75c5\u7a0b\u53d1\u5c55\u9884\u6d4b<\/h3>\n\n\n\n<p>\u5e15\u91d1\u68ee\u75c5\u662f\u4e00\u79cd\u5e38\u89c1\u4e8e\u4e2d\u8001\u5e74\u4eba\u7684\u795e\u7ecf\u7cfb\u7edf\u9000\u884c\u6027\u75be\u75c5\uff0c\u5176\u75c5\u7a0b\u8fdb\u5c55\u901a\u5e38\u4e0d\u5feb\uff0c\u6709\u4e9b\u60a3\u8005\u4e00\u5e74\u4e5f\u4e0d\u4f1a\u6709\u660e\u663e\u53d8\u5316\uff0c\u751a\u81f3\u4f1a\u51fa\u73b0\u597d\u8f6c\uff0c\u5728\u5408\u7406\u7684\u836f\u7269\u548c\u7406\u7597\u5e2e\u52a9\u4e0b\uff0c\u53ef\u4ee5\u4fdd\u6301\u826f\u597d\u7684\u751f\u7406\u673a\u80fd\u3002\u4f46\u5e15\u91d1\u68ee\u75c5\u7684\u75c7\u72b6\u590d\u6742\u591a\u6837\uff0c\u5305\u62ec\u7761\u7720\u969c\u788d\u3001\u547c\u5438\u56f0\u96be\u3001\u9762\u90e8\u808c\u8089\u5931\u8c03\u4ee5\u53ca\u6b65\u6001\u4e0d\u7a33\u548c\u9707\u98a4\u7b49\uff0c\u75c5\u7a0b\u53d1\u5c55\u9884\u6d4b\u662f\u5e15\u91d1\u68ee\u75c5\u6cbb\u7597\u4e2d\u7684\u4e00\u5927\u96be\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"512\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-8-768x512-1.jpg\" alt=\"close up of a younger hand holding an older hand\" class=\"wp-image-1076070\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-8-768x512-1.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-8-768x512-1-300x200.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/08\/world-health-day-2024-8-768x512-1-240x160.jpg 240w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption class=\"wp-element-caption\">\uff08\u56fe\u7247\u6765\u6e90\uff1apixabay.com\uff09<\/figcaption><\/figure>\n\n\n\n<p>\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u8ba4\u4e3a\uff0c\u6709\u5fc5\u8981\u5206\u6790\u60a3\u8005\u7684\u591a\u6a21\u6001\u6570\u636e\u6765\u63d0\u53d6\u76f8\u4f3c\u7279\u5f81\uff0c\u4ee5\u63d0\u9ad8\u75c5\u75c7\u53d1\u5c55\u9884\u6d4b\u7684\u51c6\u786e\u6027\u3002\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNNs\uff09\u5c31\u975e\u5e38\u9002\u5408\u8fde\u63a5\u4e2a\u4f53\u4e4b\u95f4\u7684\u5173\u7cfb\u2014\u2014\u6784\u5efa\u4e00\u4e2a\u4ee5\u60a3\u8005\u4e3a\u8282\u70b9\u7684\u56fe\uff0c\u5e76\u8fde\u63a5\u76f8\u4f3c\u7684\u60a3\u8005\uff0c\u5176\u4e2d\u7684\u76f8\u4f3c\u6027\u7531\u60a3\u8005\u7684\u8fb9\u7f18\u7279\u5f81\u51b3\u5b9a\u3002\u7136\u800c\uff0c\u9009\u62e9\u8fd9\u4e9b\u8fb9\u7f18\u7279\u5f81\u6765\u5b9a\u4e49\u60a3\u8005\u76f8\u4f3c\u6027\u4e5f\u5177\u6709\u4e00\u5b9a\u7684\u6311\u6218\uff0c\u56e0\u4e3a\u5176\u975e\u5e38\u4f9d\u8d56\u4e8e\u4eba\u7c7b\u4e13\u5bb6\u548c\u5148\u9a8c\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u8fd9\u4e9b\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u533b\u7597\u673a\u6784\u5408\u4f5c\uff0c\u5728\u6570\u636e\u9884\u5904\u7406\u3001\u7b97\u6cd5\u6784\u5efa\u3001\u6a21\u578b\u8bbe\u8ba1\u548c\u53ef\u89e3\u91ca\u6027\u7b49\u65b9\u9762\u8fdb\u884c\u4e86\u5bc6\u5207\u4ea4\u6d41\uff0c\u5e76\u57fa\u4e8e\u4e13\u4e1a\u533b\u62a4\u4eba\u5458\u7684\u5efa\u8bae\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7b97\u6cd5\u2014\u2014AdaMedGraph\u3002\u8be5\u7b97\u6cd5\u53ef\u4ee5\u81ea\u52a8\u9009\u62e9\u91cd\u8981\u7279\u5f81\u6765\u6784\u5efa\u591a\u4e2a\u60a3\u8005\u7684\u76f8\u4f3c\u6027\u56fe\uff0c\u5e76\u4e0e\u5148\u9a8c\u77e5\u8bc6\u517c\u5bb9\uff0c\u5c06\u4eba\u7c7b\u4e13\u5bb6\u6784\u5efa\u7684\u56fe\u7eb3\u5165\u6700\u7ec8\u7684\u96c6\u6210\u6a21\u578b\u3002\u56e0\u4e3a\u80fd\u591f\u5c06\u4e2a\u4f53\u95f4\u7684\u4fe1\u606f\u4e0e\u4e2a\u4f53\u5185\u7684\u7279\u5f81\u7edf\u4e00\u5728\u4e00\u4e2a\u6a21\u578b\u4e2d\uff0cAdaMedGraph \u6700\u5927\u9650\u5ea6\u5730\u51cf\u8f7b\u4e86\u56fe\u6784\u5efa\u65b9\u9762\u7684\u8d1f\u62c5\u3002<\/p>\n\n\n\n<p>\u5728\u5e15\u91d1\u68ee\u75c5\u8fdb\u5c55\u6807\u5fd7\u7269\u5021\u8bae\uff08PPMI\uff09\uff08Marek\u7b49\uff0c2018\u5e74\uff09\u548c\u5e15\u91d1\u68ee\u75c5\u751f\u7269\u6807\u5fd7\u7269\u8ba1\u5212\uff08PDBP\uff09\u4e24\u4e2a\u516c\u5f00\u6570\u636e\u96c6\u4e0a\uff0cAdaMedGraph \u5728\u9884\u6d4b24\u4e2a\u6708\u5e15\u91d1\u68ee\u75c5\u75c5\u60c5\u53d1\u5c55\u65b9\u9762\uff0c\u4e0e\u5176\u4ed6\u57fa\u51c6\u6a21\u578b\u76f8\u6bd4\uff0c\u5728\u6240\u6709\u6307\u6807\u4e0a\u90fd\u83b7\u5f97\u4e86\u66f4\u9ad8\u7684\u51c6\u786e\u6027\uff0c\u4e3a\u540e\u7eed\u7684\u4e2a\u6027\u5316\u7cbe\u51c6\u6cbb\u7597\u63d0\u4f9b\u4e86\u5207\u5165\u70b9\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0cAdaMedGraph \u6a21\u578b\u8fd8\u5177\u6709\u8f83\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5728\u9884\u6d4b\u4ee3\u8c22\u7efc\u5408\u5f81\u7684\u53d1\u751f\u4e0a\u4e5f\u8868\u73b0\u51fa\u8272\u3002\u5728\u6d4b\u8bd5\u6570\u636e\u96c6\u4e0a\u7684 AUROC \u8fbe\u5230\u4e860.675\uff0c\u8fdb\u4e00\u6b65\u8bc1\u660e\u4e86\u5c06\u60a3\u8005\u5185\u90e8\u6570\u636e\u548c\u60a3\u8005\u4e4b\u95f4\u7684\u6570\u636e\u90fd\u7eb3\u5165\u4e2a\u4f53\u75be\u75c5\u53d1\u5c55\u9884\u6d4b\u7684\u6709\u6548\u6027\uff0c\u4e3a\u672a\u6765\u7684\u533b\u5b66\u7814\u7a76\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u548c\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p><em>\u76f8\u5173\u8bba\u6587\uff1a<\/em><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/arxiv.org\/abs\/2311.14304\" target=\"_blank\" rel=\"noreferrer noopener\">AdaMedGraph: Adaboosting Graph Neural Networks for Personalized Medicine<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u52a0\u5f3a\u8de8\u9886\u57df\u5408\u4f5c-\u91ca\u653e\u4eba\u5de5\u667a\u80fd\u4ef7\u503c\">\u52a0\u5f3a\u8de8\u9886\u57df\u5408\u4f5c\uff0c\u91ca\u653e\u4eba\u5de5\u667a\u80fd\u4ef7\u503c<\/h2>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u63a2\u7d22\u4e0d\u4ec5\u9650\u4e8e\u75be\u75c5\u68c0\u6d4b\u548c\u75c5\u7a0b\u9884\u6d4b\u3002\u901a\u8fc7\u4e0e\u533b\u5b66\u754c\u7684\u5e7f\u6cdb\u5408\u4f5c\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e5f\u5728\u6df1\u5165\u6316\u6398\u4eba\u5de5\u667a\u80fd\u5728\u836f\u7269\u7814\u53d1\u548c\u533b\u5b66\u7814\u7a76\u9886\u57df\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u6bd4\u5982\u5c06\u524d\u6cbf\u6280\u672f\u5e94\u7528\u4e8e\u4eba\u5de5\u89c6\u7f51\u819c\u6784\u5efa\u3001\u836f\u7269\u6210\u763e\u5206\u6790\u3001\u764c\u75c7\u6cbb\u7597\u3001\u4eba\u4f53\u4ee3\u8c22\u63a2\u7a76\uff0c\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u6210\u719f\u548c\u8fdb\u6b65\u4f7f\u5176\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6f5c\u529b\u9010\u6e10\u663e\u73b0\uff0c\u4f46\u8981\u5145\u5206\u91ca\u653e\u4eba\u5de5\u667a\u80fd\u5728\u5404\u884c\u5404\u4e1a\u7684\u4ef7\u503c\uff0c\u8de8\u5b66\u79d1\u4e0e\u8de8\u9886\u57df\u7684\u5408\u4f5c\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002\u201c\u5f97\u76ca\u4e8e\u4e0e\u533b\u7597\u673a\u6784\u548c\u533b\u5b66\u7814\u7a76\u673a\u6784\u7684\u533b\u5b66\u4e13\u5bb6\u7684\u8de8\u754c\u5408\u4f5c\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u624d\u80fd\u987a\u5229\u5f00\u5c55\u8bf8\u591a\u6d89\u53ca\u533b\u7597\u5065\u5eb7\u9886\u57df\u7684\u7814\u7a76\u9879\u76ee\uff0c\u6301\u7eed\u63a2\u7d22\u5c06\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5e94\u7528\u4e8e\u75be\u75c5\u68c0\u6d4b\u3001\u5eb7\u590d\u8bad\u7ec3\u548c\u75c5\u7a0b\u9884\u6d4b\u7b49\u533b\u7597\u9886\u57df\u7684\u5173\u952e\u73af\u8282\uff0c\u8fd9\u662f\u56e2\u961f\u5171\u540c\u52aa\u529b\u7684\u6210\u679c\u3002\u6211\u4eec\u4e5f\u6b22\u8fce\u66f4\u591a\u5bf9\u8de8\u9886\u57df\u7814\u7a76\u611f\u5174\u8da3\u7684\u4f18\u79c0\u4eba\u624d\u7684\u52a0\u5165\uff0c\u5171\u540c\u4e3a\u5b88\u62a4\u4eba\u7c7b\u5065\u5eb7\u548c\u63a8\u52a8\u533b\u5b66\u8fdb\u6b65\u8d21\u732e\u529b\u91cf\u3002\u201d\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u526f\u9662\u957f\u90b1\u9502\u529b\u8868\u793a\u3002<\/p>\n\n\n\n<p>\u6b22\u8fce\u52a0\u5165\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.msra.cn\/zh-cn\/jobs\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.msra.cn\/zh-cn\/jobs<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p><em>\u6ce8\uff1a\u672c\u6587\u6240\u8ff0\u7684\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5728\u533b\u7597\u5065\u5eb7\u9886\u57df\u7684\u7814\u7a76\u5747\u4e3a\u79d1\u7814\u63a2\u7d22\u6027\u8d28\uff0c\u4e14\u5747\u5728\u4e13\u4e1a\u533b\u7597\u548c\u533b\u5b66\u7814\u7a76\u673a\u6784\u7684\u5408\u4f5c\u6307\u5bfc\u4e0b\u8fdb\u884c\uff0c\u65e8\u5728\u63a8\u52a8\u79d1\u5b66\u8fdb\u6b65\u5e76\u4e3a\u4eba\u7c7b\u672a\u6765\u7684\u533b\u7597\u5065\u5eb7\u5e94\u7528\u63d0\u4f9b\u7406\u8bba\u548c\u6280\u672f\u652f\u6301\u3002\u6240\u6709\u7814\u7a76\u5747\u4e25\u683c\u9075\u5b88\u5fae\u8f6f\u8d1f\u8d23\u4efb\u7684 AI 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INTERSPEECH 2022. https:\/\/arxiv.org\/pdf\/2208.05122.pdf (opens in new tab) \u8bed\u97f3\u8bc4\u4f30\uff1aEnd-to-End Word-Level Pronunciation Assessment with MASK Pre-training. 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