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 (National University of Singapore)
- 2. Zhongle Xie (National University of Singapore)
- 3. Meihui Zhang (Beijing Institute of Technology)
- 4. Gang Chen (Zhejiang University)
- 5. H. V. Jagadish (University of Michigan)
- 6. Beng Chin Ooi (National University of Singapore)
BibTeX Citation
@article{cai_vldb18,
title = {{Effective Temporal Dependence Discovery in Time Series Data}},
author = {Cai, Qingchao and Xie, Zhongle and Zhang, Meihui and Chen, Gang and Jagadish, H. V. and Ooi, Beng Chin},
journal = {PVLDB},
series = {{VLDB} '18},
volume = {11},
number = {8},
pages = {893--905},
doi = {10.14778/3204028.3204033},
url = {https://doi.org/10.14778/3204028.3204033},
year = {2018}
}
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 13,519 | Cohort Analysis with Ease | 2018 | SIGMOD | - |
Previous
Page 1 / 1
Next
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 | 0.00069513174 |
| 14 | MonetDB/X100: Hyper-Pipelining Query Execution | 2005 | CIDR | 0.0006312782 |
| 24 | Spark SQL: Relational Data Processing in Spark | 2015 | SIGMOD | 0.00054865648 |
| 29 | Database Architecture Optimized for the New Bottleneck: Memory Access | 1999 | VLDB | 0.00052093615 |
| 60 | Integrating Compression and Execution in Column-Oriented Database Systems | 2006 | SIGMOD | 0.0003955489 |
| 870 | BitWeaving: Fast Scans for Main Memory Data Processing | 2013 | SIGMOD | 0.0001350293 |
| 1,894 | Optimizing Queries On Compressed Bitmaps | 2000 | VLDB | 9.5268052e-05 |
| 2,034 | Efficient Distributed Memory Management with RDMA and Caching | 2018 | VLDB | 9.2788175e-05 |
| 8,176 | Cohort Query Processing | 2017 | VLDB | 5.4736785e-05 |
| 13,519 | Cohort Analysis with Ease | 2018 | SIGMOD | - |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 10,283 | Querying Cohesive Subgraphs in Temporal Graphs | 2026 | SIGMOD |
| 2 | 3,312 | On Querying Historical K-Cores | 2021 | VLDB |
| 3 | 10,667 | In-Database Time Series Clustering | 2025 | SIGMOD |
| 4 | 11,107 | Representative Time Series Discovery for Data Exploration | 2025 | VLDB |
| 5 | 5,052 | Distributed implementations of dependency discovery algorithms | 2019 | VLDB |
| 6 | 7,934 | Ranking Large Temporal Data | 2012 | VLDB |
| 7 | 6,635 | Scalable Time-Range k-Core Query on Temporal Graphs | 2023 | VLDB |
| 8 | 2,829 | Linking Temporal Records | 2011 | VLDB |
| 9 | 551 | On Computing Correlated Aggregates Over Continual Data Streams | 2001 | SIGMOD |
| 10 | 8,176 | Cohort Query Processing | 2017 | VLDB |