Sibyl: Forecasting Time-Evolving Query Workloads
Hanxian Huang, Tarique Siddiqui, Rana Alotaibi, Carlo Curino, Jyoti Leeka, Alekh Jindal, Jishen Zhao, Jesús Camacho-Rodríguez, Yuanyuan Tian
SIGMOD | June 2024
Tarique Siddiqui
Senior Researcher
Publications
Publications by Year
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Wred: Workload Reduction for Scalable Index Tuning
Matteo Brucato, Tarique Siddiqui, Wentao Wu, Vivek Narasayya, Surajit Chaudhuri
Proceedings of the ACM on Management of Data (SIGMOD 2024) | March 2024, Vol 2(1)
-
ML-Powered Index Tuning: An Overview of Recent Progress and Open Challenges
SIGMOD Record | December 2023, Vol 52(4): pp. 19-30
Cache-Efficient Top-k Aggregation over High Cardinality Large Datasets
Tarique Siddiqui, Vivek Narasayya, Marius Dumitru, Surajit Chaudhuri
Proceedings of the VLDB Endowment (VLDB 2024) | December 2023
-
DISTILL: Low-Overhead Data-Driven Techniques for Filtering and Costing Indexes for Scalable Index Tuning (Extended Version)
Tarique Siddiqui, Wentao Wu, Vivek Narasayya, Surajit Chaudhuri
VLDB 2022 | August 2022
Expressive Querying for Accelerating Visual Analytics
Tarique Siddiqui, Paul Luh, Zesheng Wang, Karrie Karahalios, Aditya Parameswaran
Communications of the ACM (CACM) | July 2022, Vol 65(7)
Research Highlight
Budget-aware Index Tuning with Reinforcement Learning (Extended Version)
Wentao Wu, Chi Wang, Tarique Siddiqui, Junxiong Wang, Vivek Narasayya, Surajit Chaudhuri, Phil Bernstein
ACM SIGMOD International Conference on Management of Data (SIGMOD 2022) | June 2022
ISUM: Efficiently Compressing Large and Complex Workloads for Scalable Index Tuning (Extended Version)
Tarique Siddiqui, Saehan Jo, Wentao Wu, Chi Wang, Vivek Narasayya, Surajit Chaudhuri
ACM SIGMOD 2022 | June 2022
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COMPARE: Accelerating Groupwise Comparison in Relational Databases for Data Analytics
Tarique Siddiqui, Surajit Chaudhuri, Vivek Narasayya
Proceedings of the VLDB Endowment (VLDB 2021) | August 2021
COMPARE: Accelerating Groupwise Comparison in Relational Databases for Data Analytics (Extended Version)
Tarique Siddiqui, Surajit Chaudhuri, Vivek Narasayya
MSR-TR-2021-13 | July 2021
Published by Microsoft Research
From Sketching to Natural Language: Expressive Visual Querying for Accelerating Insight
Tarique Siddiqui, Paul Luh, Zesheng Wang, Karrie Karahalios, Aditya G. Parameswaran
ACM SIGMOD Record | May 2021
-
Three lessons from accelerating scientific insight discovery via visual querying
Doris Lee, Tarique Siddiqui, Karrie Karahalios, Aditya Parameswaran
Patterns | October 2020
ShapeSearch: A Flexible and Efficient System for Shape-based Exploration of Trendlines
Tarique Siddiqui, Paul Luh, Zesheng Wang, Karrie Karahalios, Aditya Parameswaran
ACM SIGMOD | June 2020
Best Paper
Cost Models for Big Data Query Processing: Learning, Retrofitting, and Our Findings
Tarique Siddiqui, Alekh Jindal, Shi Qiao, Hiren Patel, Wangchao le
SIGMOD 2020: International Conference on Management of Data | February 2020
-
You can’t always sketch what you want: Understanding Sensemaking in Visual Query Systems
Doris Lee, John Lee, Tarique Siddiqui, Jaewoo Kim, Karrie Karahalios, Aditya Parameswaran
IEEE Transactions on Visualization and Computer Graphics | August 2019
-
ShapeSearch: Flexible Pattern-based Querying of Trend Line Visualizations
Tarique Siddiqui, Paul Luh, Zesheng Wang, Karrie Karahalios, Aditya Parameswaran
VLDB | August 2018
Optimally leveraging density and locality for exploratory browsing and sampling
Albert Kim, Liqi Xu, Tarique Siddiqui, Silu Huang, Sam Madden, Aditya Parameswaran
HILDA@SIGMOD | June 2018
-
Towards Visualization Recommendation Systems
Manasi Vartak, Silu Huang, Tarique Siddiqui, Sam Madden, Aditya Parameswaran
SIGMOD Record | March 2017
Fast-Forwarding to Desired Visualizations with Zenvisage
Tarique Siddiqui, John Lee, Alber Kim, Edward xue, Chaoran Wang, Yuxuan Zou, Changfeng Liu, Lijin Guo, Xiaofo Yu, Karrie Karahalios, Aditya Parameswaran
CIDR | January 2017
-
Effortless data exploration with zenvisage: an expressive and interactive visual analytics system
Tarique Siddiqui, Albert Kim, John Lee, Karrie Karahalios, Aditya Parameswaran
VLDB | October 2016
FacetGist: Collective Extraction of Document Facets in Large Technical Corpora
Tarique Siddiqui, Xiang Ren, Aditya Parameswaran, Jiawei Han
CIKM | October 2016
Publications by Research Area
-
Sibyl: Forecasting Time-Evolving Query Workloads
Hanxian Huang, Tarique Siddiqui, Rana Alotaibi, Carlo Curino, Jyoti Leeka, Alekh Jindal, Jishen Zhao, Jesús Camacho-Rodríguez, Yuanyuan Tian
SIGMOD | June 2024
Wred: Workload Reduction for Scalable Index Tuning
Matteo Brucato, Tarique Siddiqui, Wentao Wu, Vivek Narasayya, Surajit Chaudhuri
Proceedings of the ACM on Management of Data (SIGMOD 2024) | March 2024, Vol 2(1)
ML-Powered Index Tuning: An Overview of Recent Progress and Open Challenges
SIGMOD Record | December 2023, Vol 52(4): pp. 19-30
Cache-Efficient Top-k Aggregation over High Cardinality Large Datasets
Tarique Siddiqui, Vivek Narasayya, Marius Dumitru, Surajit Chaudhuri
Proceedings of the VLDB Endowment (VLDB 2024) | December 2023
DISTILL: Low-Overhead Data-Driven Techniques for Filtering and Costing Indexes for Scalable Index Tuning (Extended Version)
Tarique Siddiqui, Wentao Wu, Vivek Narasayya, Surajit Chaudhuri
VLDB 2022 | August 2022
Expressive Querying for Accelerating Visual Analytics
Tarique Siddiqui, Paul Luh, Zesheng Wang, Karrie Karahalios, Aditya Parameswaran
Communications of the ACM (CACM) | July 2022, Vol 65(7)
Research Highlight
Budget-aware Index Tuning with Reinforcement Learning (Extended Version)
Wentao Wu, Chi Wang, Tarique Siddiqui, Junxiong Wang, Vivek Narasayya, Surajit Chaudhuri, Phil Bernstein
ACM SIGMOD International Conference on Management of Data (SIGMOD 2022) | June 2022
ISUM: Efficiently Compressing Large and Complex Workloads for Scalable Index Tuning (Extended Version)
Tarique Siddiqui, Saehan Jo, Wentao Wu, Chi Wang, Vivek Narasayya, Surajit Chaudhuri
ACM SIGMOD 2022 | June 2022
COMPARE: Accelerating Groupwise Comparison in Relational Databases for Data Analytics
Tarique Siddiqui, Surajit Chaudhuri, Vivek Narasayya
Proceedings of the VLDB Endowment (VLDB 2021) | August 2021
COMPARE: Accelerating Groupwise Comparison in Relational Databases for Data Analytics (Extended Version)
Tarique Siddiqui, Surajit Chaudhuri, Vivek Narasayya
MSR-TR-2021-13 | July 2021
Published by Microsoft Research
From Sketching to Natural Language: Expressive Visual Querying for Accelerating Insight
Tarique Siddiqui, Paul Luh, Zesheng Wang, Karrie Karahalios, Aditya G. Parameswaran
ACM SIGMOD Record | May 2021
Three lessons from accelerating scientific insight discovery via visual querying
Doris Lee, Tarique Siddiqui, Karrie Karahalios, Aditya Parameswaran
Patterns | October 2020
ShapeSearch: A Flexible and Efficient System for Shape-based Exploration of Trendlines
Tarique Siddiqui, Paul Luh, Zesheng Wang, Karrie Karahalios, Aditya Parameswaran
ACM SIGMOD | June 2020
Best Paper
Cost Models for Big Data Query Processing: Learning, Retrofitting, and Our Findings
Tarique Siddiqui, Alekh Jindal, Shi Qiao, Hiren Patel, Wangchao le
SIGMOD 2020: International Conference on Management of Data | February 2020
You can’t always sketch what you want: Understanding Sensemaking in Visual Query Systems
Doris Lee, John Lee, Tarique Siddiqui, Jaewoo Kim, Karrie Karahalios, Aditya Parameswaran
IEEE Transactions on Visualization and Computer Graphics | August 2019
ShapeSearch: Flexible Pattern-based Querying of Trend Line Visualizations
Tarique Siddiqui, Paul Luh, Zesheng Wang, Karrie Karahalios, Aditya Parameswaran
VLDB | August 2018
Optimally leveraging density and locality for exploratory browsing and sampling
Albert Kim, Liqi Xu, Tarique Siddiqui, Silu Huang, Sam Madden, Aditya Parameswaran
HILDA@SIGMOD | June 2018
Towards Visualization Recommendation Systems
Manasi Vartak, Silu Huang, Tarique Siddiqui, Sam Madden, Aditya Parameswaran
SIGMOD Record | March 2017
Fast-Forwarding to Desired Visualizations with Zenvisage
Tarique Siddiqui, John Lee, Alber Kim, Edward xue, Chaoran Wang, Yuxuan Zou, Changfeng Liu, Lijin Guo, Xiaofo Yu, Karrie Karahalios, Aditya Parameswaran
CIDR | January 2017
FacetGist: Collective Extraction of Document Facets in Large Technical Corpora
Tarique Siddiqui, Xiang Ren, Aditya Parameswaran, Jiawei Han
CIKM | October 2016
Effortless data exploration with zenvisage: an expressive and interactive visual analytics system
Tarique Siddiqui, Albert Kim, John Lee, Karrie Karahalios, Aditya Parameswaran
VLDB | October 2016
-
ML-Powered Index Tuning: An Overview of Recent Progress and Open Challenges
SIGMOD Record | December 2023, Vol 52(4): pp. 19-30
Budget-aware Index Tuning with Reinforcement Learning (Extended Version)
Wentao Wu, Chi Wang, Tarique Siddiqui, Junxiong Wang, Vivek Narasayya, Surajit Chaudhuri, Phil Bernstein
ACM SIGMOD International Conference on Management of Data (SIGMOD 2022) | June 2022
-
DISTILL: Low-Overhead Data-Driven Techniques for Filtering and Costing Indexes for Scalable Index Tuning (Extended Version)
Tarique Siddiqui, Wentao Wu, Vivek Narasayya, Surajit Chaudhuri
VLDB 2022 | August 2022
Cost Models for Big Data Query Processing: Learning, Retrofitting, and Our Findings
Tarique Siddiqui, Alekh Jindal, Shi Qiao, Hiren Patel, Wangchao le
SIGMOD 2020: International Conference on Management of Data | February 2020
-
Expressive Querying for Accelerating Visual Analytics
Tarique Siddiqui, Paul Luh, Zesheng Wang, Karrie Karahalios, Aditya Parameswaran
Communications of the ACM (CACM) | July 2022, Vol 65(7)
Research Highlight
Publications by Type
-
Wred: Workload Reduction for Scalable Index Tuning
Matteo Brucato, Tarique Siddiqui, Wentao Wu, Vivek Narasayya, Surajit Chaudhuri
Proceedings of the ACM on Management of Data (SIGMOD 2024) | March 2024, Vol 2(1)
ML-Powered Index Tuning: An Overview of Recent Progress and Open Challenges
SIGMOD Record | December 2023, Vol 52(4): pp. 19-30
Expressive Querying for Accelerating Visual Analytics
Tarique Siddiqui, Paul Luh, Zesheng Wang, Karrie Karahalios, Aditya Parameswaran
Communications of the ACM (CACM) | July 2022, Vol 65(7)
Research Highlight
From Sketching to Natural Language: Expressive Visual Querying for Accelerating Insight
Tarique Siddiqui, Paul Luh, Zesheng Wang, Karrie Karahalios, Aditya G. Parameswaran
ACM SIGMOD Record | May 2021
Three lessons from accelerating scientific insight discovery via visual querying
Doris Lee, Tarique Siddiqui, Karrie Karahalios, Aditya Parameswaran
Patterns | October 2020
You can’t always sketch what you want: Understanding Sensemaking in Visual Query Systems
Doris Lee, John Lee, Tarique Siddiqui, Jaewoo Kim, Karrie Karahalios, Aditya Parameswaran
IEEE Transactions on Visualization and Computer Graphics | August 2019
-
Sibyl: Forecasting Time-Evolving Query Workloads
Hanxian Huang, Tarique Siddiqui, Rana Alotaibi, Carlo Curino, Jyoti Leeka, Alekh Jindal, Jishen Zhao, Jesús Camacho-Rodríguez, Yuanyuan Tian
SIGMOD | June 2024
Cache-Efficient Top-k Aggregation over High Cardinality Large Datasets
Tarique Siddiqui, Vivek Narasayya, Marius Dumitru, Surajit Chaudhuri
Proceedings of the VLDB Endowment (VLDB 2024) | December 2023
DISTILL: Low-Overhead Data-Driven Techniques for Filtering and Costing Indexes for Scalable Index Tuning (Extended Version)
Tarique Siddiqui, Wentao Wu, Vivek Narasayya, Surajit Chaudhuri
VLDB 2022 | August 2022
Budget-aware Index Tuning with Reinforcement Learning (Extended Version)
Wentao Wu, Chi Wang, Tarique Siddiqui, Junxiong Wang, Vivek Narasayya, Surajit Chaudhuri, Phil Bernstein
ACM SIGMOD International Conference on Management of Data (SIGMOD 2022) | June 2022
ISUM: Efficiently Compressing Large and Complex Workloads for Scalable Index Tuning (Extended Version)
Tarique Siddiqui, Saehan Jo, Wentao Wu, Chi Wang, Vivek Narasayya, Surajit Chaudhuri
ACM SIGMOD 2022 | June 2022
COMPARE: Accelerating Groupwise Comparison in Relational Databases for Data Analytics
Tarique Siddiqui, Surajit Chaudhuri, Vivek Narasayya
Proceedings of the VLDB Endowment (VLDB 2021) | August 2021
ShapeSearch: A Flexible and Efficient System for Shape-based Exploration of Trendlines
Tarique Siddiqui, Paul Luh, Zesheng Wang, Karrie Karahalios, Aditya Parameswaran
ACM SIGMOD | June 2020
Best Paper
Cost Models for Big Data Query Processing: Learning, Retrofitting, and Our Findings
Tarique Siddiqui, Alekh Jindal, Shi Qiao, Hiren Patel, Wangchao le
SIGMOD 2020: International Conference on Management of Data | February 2020
ShapeSearch: Flexible Pattern-based Querying of Trend Line Visualizations
Tarique Siddiqui, Paul Luh, Zesheng Wang, Karrie Karahalios, Aditya Parameswaran
VLDB | August 2018
Optimally leveraging density and locality for exploratory browsing and sampling
Albert Kim, Liqi Xu, Tarique Siddiqui, Silu Huang, Sam Madden, Aditya Parameswaran
HILDA@SIGMOD | June 2018
Towards Visualization Recommendation Systems
Manasi Vartak, Silu Huang, Tarique Siddiqui, Sam Madden, Aditya Parameswaran
SIGMOD Record | March 2017
Fast-Forwarding to Desired Visualizations with Zenvisage
Tarique Siddiqui, John Lee, Alber Kim, Edward xue, Chaoran Wang, Yuxuan Zou, Changfeng Liu, Lijin Guo, Xiaofo Yu, Karrie Karahalios, Aditya Parameswaran
CIDR | January 2017
FacetGist: Collective Extraction of Document Facets in Large Technical Corpora
Tarique Siddiqui, Xiang Ren, Aditya Parameswaran, Jiawei Han
CIKM | October 2016
Effortless data exploration with zenvisage: an expressive and interactive visual analytics system
Tarique Siddiqui, Albert Kim, John Lee, Karrie Karahalios, Aditya Parameswaran
VLDB | October 2016
-
COMPARE: Accelerating Groupwise Comparison in Relational Databases for Data Analytics (Extended Version)
Tarique Siddiqui, Surajit Chaudhuri, Vivek Narasayya
MSR-TR-2021-13 | July 2021
Published by Microsoft Research