Effective Temporal Dependence Discovery in Time Series Data
Summary: Generalizes cohort analysis to temporal dependence discovery via recurrent cohort analysis for time-series behavior. Introduces recurrent-cohort operators and tailored access methods for single-node and distributed engines; experiments show up to 1e6× speedup over DB-layer and ~100× over Spark SQL. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Qingchao Cai
- 2. Zhongle Xie
- 3. Meihui Zhang
- 4. Gang Chen
- 5. H. V. Jagadish
- 6. Beng Chin Ooi
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 13,318 | 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 |
|---|---|---|---|---|
| 21 | C-Store: A Column-oriented DBMS | 2005 | VLDB | 0.00086087497 |
| 35 | MonetDB/X100: Hyper-Pipelining Query Execution | 2005 | CIDR | 0.00076197749 |
| 52 | Database Architecture Optimized for the new Bottleneck: Memory Access | 1999 | VLDB | 0.00066474881 |
| 66 | Spark SQL: Relational Data Processing in Spark | 2015 | SIGMOD | 0.00061639801 |
| 131 | Integrating Compression and Execution in Column-Oriented Database Systems | 2006 | SIGMOD | 0.0004370331 |
| 1,270 | BitWeaving: Fast Scans for Main Memory Data Processing | 2013 | SIGMOD | 0.00012926086 |
| 2,061 | Optimizing Queries On Compressed Bitmaps | 2000 | VLDB | 9.6529345e-05 |
| 2,572 | Efficient Distributed Memory Management with RDMA and Caching | 2018 | VLDB | 8.519943e-05 |
| 8,189 | Cohort Query Processing | 2017 | VLDB | 4.5642142e-05 |
| 13,318 | Cohort Analysis with Ease | 2018 | SIGMOD | - |
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