Workload-driven, Lazy Discovery of Data Dependencies for Query Optimization
Summary: Workload-driven, lazy discovery that extracts dependency candidates from executed plans, validates them dynamically, and maintains lightweight metadata to enable practical dependency-based query optimizations. Hyrise prototype shows feasibility and up to 27% JOB speedup, demonstrating practicality in columnar DBMSs. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jan Kossmann
- 2. Daniel Lindner
- 3. Felix Naumann
- 4. Thorsten Papenbrock
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,204 | Themis: A GPU-accelerated Relational Query Execution Engine | 2025 | VLDB | 4.3737475e-05 |
| 9,760 | Adaptive data transformations for QaaS | 2025 | CIDR | 4.2856106e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 71 | How Good Are Query Optimizers, Really? | 2016 | VLDB | 0.00059038975 |
| 185 | DuckDB: an Embeddable Analytical Database | 2019 | SIGMOD | 0.00036538405 |
| 659 | The Making of TPC-DS | 2006 | VLDB | 0.00018500853 |
| 894 | A Hybrid Approach to Functional Dependency Discovery | 2016 | SIGMOD | 0.00015556428 |
| 1,263 | Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation | 2016 | SIGMOD | 0.00012982857 |
| 6,756 | Fast Incremental Discovery of Pointwise Order Dependencies | 2020 | VLDB | 4.9379361e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 560 | Dependencies Revisited for Improving Data Quality | 2008 | PODS | 0.00020141923 |
| 5,014 | Dynamically Optimizing Queries over Large Scale Data Platforms | 2014 | SIGMOD | 5.7586174e-05 |
| 25 | Dependency Inference (Extended Abstract) | 1987 | VLDB | 0.00083101742 |
| 2,860 | Optimization of Queries with User-defined Predicates | 1996 | VLDB | 7.9934503e-05 |
| 1,047 | Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms | 2015 | VLDB | 0.00014459715 |
| 6,437 | Fundamentals of Order Dependencies | 2012 | VLDB | 5.0631488e-05 |
| 143 | Optimization of Nonrecursive Queries | 1986 | VLDB | 0.00041510555 |
| 894 | A Hybrid Approach to Functional Dependency Discovery | 2016 | SIGMOD | 0.00015556428 |
| 11,546 | Making DBMSes Dependency-Aware | 2020 | CIDR | 4.1945683e-05 |
| 6,334 | Dependency-Aware Reordering for Parallelizing Query Optimization in Multi-Core CPUs | 2009 | SIGMOD | 5.1058462e-05 |