Detecting Attribute Dependencies from Query Feedback
Summary: Feedback-driven method to detect dependent attribute pairs, avoiding combinatorial search by focusing on user-relevant pairs. Introduces a chi-squared variant for missing contingency data and a ranking scheme to prioritize multivariate statistics in catalogs, stable under sparse feedback. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Peter J. Haas
- 2. Fabian Hueske
- 3. Volker Markl
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,874 | ROX: Run-time Optimization of XQueries | 2009 | SIGMOD | 4.8978984e-05 |
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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 |
|---|---|---|---|---|
| 182 | LEO - DB2's LEarning Optimizer | 2001 | VLDB | 0.00036962631 |
| 224 | CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies | 2004 | SIGMOD | 0.00032746205 |
| 273 | Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets | 1999 | SIGMOD | 0.00029390945 |
| 372 | Selectivity Estimation using Probabilistic Models | 2001 | SIGMOD | 0.00025354779 |
| 512 | STHoles: A Multidimensional Workload-Aware Histogram | 2001 | SIGMOD | 0.00021380733 |
| 790 | Exploiting Statistics on Query Expressions for Optimization | 2002 | SIGMOD | 0.0001663283 |
| 842 | Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data | 2001 | SIGMOD | 0.00016031973 |
| 1,974 | BHUNT: Automatic Discovery of Fuzzy Algebraic Constraints in Relational Data | 2003 | VLDB | 9.8866171e-05 |
| 2,137 | SASH: A Self-Adaptive Histogram Set for Dynamically Changing Workloads | 2003 | VLDB | 9.4719326e-05 |
| 5,025 | Automated Statistics Collection in DB2 UDB | 2004 | VLDB | 5.7533741e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,549 | Query Processing over Incomplete Autonomous Databases | 2007 | VLDB | 5.4428494e-05 |
| 684 | Towards a Robust Query Optimizer: A Principled and Practical Approach | 2005 | SIGMOD | 0.00018179769 |
| 8,703 | Workload-driven, Lazy Discovery of Data Dependencies for Query Optimization | 2022 | CIDR | 4.4647237e-05 |
| 894 | A Hybrid Approach to Functional Dependency Discovery | 2016 | SIGMOD | 0.00015556428 |
| 1,047 | Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms | 2015 | VLDB | 0.00014459715 |
| 3,823 | Automatic Discovery of Attributes in Relational Databases | 2011 | SIGMOD | 6.7261168e-05 |
| 7,653 | CORDS: Automatic Generation of Correlation Statistics in DB2 | 2004 | VLDB | 4.6875371e-05 |
| 11,546 | Making DBMSes Dependency-Aware | 2020 | CIDR | 4.1945683e-05 |
| 842 | Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data | 2001 | SIGMOD | 0.00016031973 |
| 224 | CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies | 2004 | SIGMOD | 0.00032746205 |