Cohort Query Processing
Summary: Extends SQL with three new operators to support cohort analysis on large user activity tables. Three evaluation schemes are explored: two non-intrusive and a columnar variant with cohort-specific optimizations; experiments show the columnar approach outperforms the others. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Dawei Jiang (National University of Singapore; Zhejiang University)
- 2. Qingchao Cai (National University of Singapore)
- 3. Gang Chen (Zhejiang University)
- 4. H. V. Jagadish (University of Michigan)
- 5. Beng Chin Ooi (National University of Singapore)
- 6. Kian-Lee Tan (National University of Singapore)
- 7. Anthony K. H. Tung (National University of Singapore)
BibTeX Citation
@article{jiang_vldb17,
title = {{Cohort Query Processing}},
author = {Jiang, Dawei and Cai, Qingchao and Chen, Gang and Jagadish, H. V. and Ooi, Beng Chin and Tan, Kian-Lee and Tung, Anthony K. H.},
journal = {PVLDB},
series = {{VLDB} '17},
volume = {10},
number = {1},
doi = {10.14778/3015270.3015271},
url = {https://doi.org/10.14778/3015270.3015271},
year = {2017}
}
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,246 | Fine-grained Concept Linking using Neural Networks in Healthcare | 2018 | SIGMOD | 5.8200726e-05 |
| 8,294 | Sigma Workbook: A Spreadsheet for Cloud Data Warehouses | 2022 | VLDB | 5.344057e-05 |
| 11,631 | CohortNet: Empowering Cohort Discovery for Interpretable Healthcare Analytics | 2024 | VLDB | 4.9605343e-05 |
| 12,197 | Data Pipelines for User Group Analytics | 2019 | SIGMOD | 4.9605343e-05 |
| 12,306 | Effective Temporal Dependence Discovery in Time Series Data | 2018 | VLDB | 4.9605343e-05 |
| 13,877 | Cohort Analysis with Ease | 2018 | SIGMOD | - |
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Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12 | C-Store: A Column-oriented DBMS | 2005 | VLDB | 0.00068985264 |
| 14 | MonetDB/X100: Hyper-Pipelining Query Execution | 2005 | CIDR | 0.00063972112 |
| 27 | Database Architecture Optimized for the New Bottleneck: Memory Access | 1999 | VLDB | 0.0005146739 |
| 61 | Integrating Compression and Execution in Column-Oriented Database Systems | 2006 | SIGMOD | 0.00039323387 |
| 214 | On the Computation of Multidimensional Aggregates | 1996 | VLDB | 0.00024576033 |
| 324 | An Array-Based Algorithm for Simultaneous Multidimensional Aggregates | 1997 | SIGMOD | 0.00020934349 |
| 871 | BitWeaving: Fast Scans for Main Memory Data Processing | 2013 | SIGMOD | 0.00013313281 |
| 1,088 | Incremental Maintenance of Externally Materialized Views | 1996 | VLDB | 0.00012066587 |
| 1,212 | Processing a Trillion Cells per Mouse Click | 2012 | VLDB | 0.00011493478 |
| 1,939 | Optimizing Queries On Compressed Bitmaps | 2000 | VLDB | 9.3280163e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 1,909 | Querying Multiple Features of Groups in Relational Databases | 1996 | VLDB |
| 2 | 1,296 | From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System | 2015 | SIGMOD |
| 3 | 4,700 | Continuous Analytics: Rethinking Query Processing in a Network-Effect World | 2009 | CIDR |
| 4 | 12,785 | CODS: Evolving Data Efficiently and Scalably in Column Oriented Databases | 2010 | VLDB |
| 5 | 1,633 | Adaptive Parallel Aggregation Algorithms | 1995 | SIGMOD |
| 6 | 2,606 | Robust Query Processing in Co-Processor-accelerated Databases | 2016 | SIGMOD |
| 7 | 712 | Sequence Query Processing | 1994 | SIGMOD |
| 8 | 5,598 | Efficient Computation of Multiple Group By Queries | 2005 | SIGMOD |
| 9 | 12,306 | Effective Temporal Dependence Discovery in Time Series Data | 2018 | VLDB |
| 10 | 13,877 | Cohort Analysis with Ease | 2018 | SIGMOD |