Detecting Attribute Dependencies from Query Feedback
Summary: Finds dependent attribute pairs from query feedback without combinatorial search, combining sparse contingency-table evidence via a robust chi-squared variant. Ranks dependencies to retain the most valuable multivariate statistics under catalog budgets, remaining stable with few feedback records. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Peter J. Haas (IBM)
- 2. Fabian Hueske (University of Ulm)
- 3. Volker Markl (IBM)
BibTeX Citation
@article{haas_vldb07,
title = {{Detecting Attribute Dependencies from Query Feedback}},
author = {Haas, Peter J. and Hueske, Fabian and Markl, Volker},
journal = {PVLDB},
series = {{VLDB} '07},
pages = {830--841},
year = {2007}
}
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,688 | ROX: Run-time Optimization of XQueries | 2009 | SIGMOD | 5.8015211e-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 |
|---|---|---|---|---|
| 100 | LEO - DB2's LEarning Optimizer | 2001 | VLDB | 0.00034385207 |
| 159 | CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies | 2004 | SIGMOD | 0.00028129426 |
| 213 | Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets | 1999 | SIGMOD | 0.00024723025 |
| 280 | Selectivity Estimation using Probabilistic Models | 2001 | SIGMOD | 0.00022454217 |
| 365 | STHoles: A Multidimensional Workload-Aware Histogram | 2001 | SIGMOD | 0.00020041735 |
| 664 | Exploiting Statistics on Query Expressions for Optimization | 2002 | SIGMOD | 0.00015167825 |
| 692 | Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data | 2001 | SIGMOD | 0.00014919816 |
| 1,648 | BHUNT: Automatic Discovery of Fuzzy Algebraic Constraints in Relational Data | 2003 | VLDB | 0.00010120668 |
| 2,121 | SASH: A Self-Adaptive Histogram Set for Dynamically Changing Workloads | 2003 | VLDB | 9.1402718e-05 |
| 4,591 | Automated Statistics Collection in DB2 UDB | 2004 | VLDB | 6.614318e-05 |
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| 3 | 8,684 | Workload-driven, Lazy Discovery of Data Dependencies for Query Optimization | 2022 | CIDR |
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| 5 | 729 | Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms | 2015 | VLDB |
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| 7 | 8,012 | CORDS: Automatic Generation of Correlation Statistics in DB2 | 2004 | VLDB |
| 8 | 11,743 | Making DBMSes Dependency-Aware | 2020 | CIDR |
| 9 | 692 | Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data | 2001 | SIGMOD |
| 10 | 159 | CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies | 2004 | SIGMOD |