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 |
|---|---|---|---|---|
| 6,879 | ROX: Run-time Optimization of XQueries | 2009 | SIGMOD | 4.8934866e-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 |
|---|---|---|---|---|
| 181 | LEO - DB2's LEarning Optimizer | 2001 | VLDB | 0.00036970794 |
| 224 | CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies | 2004 | SIGMOD | 0.00032743209 |
| 275 | Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets | 1999 | SIGMOD | 0.00029381206 |
| 373 | Selectivity Estimation using Probabilistic Models | 2001 | SIGMOD | 0.00025354685 |
| 512 | STHoles: A Multidimensional Workload-Aware Histogram | 2001 | SIGMOD | 0.00021385343 |
| 786 | Exploiting Statistics on Query Expressions for Optimization | 2002 | SIGMOD | 0.00016624743 |
| 838 | Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data | 2001 | SIGMOD | 0.00016024923 |
| 1,976 | BHUNT: Automatic Discovery of Fuzzy Algebraic Constraints in Relational Data | 2003 | VLDB | 9.8784644e-05 |
| 2,136 | SASH: A Self-Adaptive Histogram Set for Dynamically Changing Workloads | 2003 | VLDB | 9.4668797e-05 |
| 5,019 | Automated Statistics Collection in DB2 UDB | 2004 | VLDB | 5.7492033e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,557 | Query Processing over Incomplete Autonomous Databases | 2007 | VLDB | 5.437603e-05 |
| 680 | Towards a Robust Query Optimizer: A Principled and Practical Approach | 2005 | SIGMOD | 0.00018193263 |
| 8,698 | Workload-driven, Lazy Discovery of Data Dependencies for Query Optimization | 2022 | CIDR | 4.4604438e-05 |
| 890 | A Hybrid Approach to Functional Dependency Discovery | 2016 | SIGMOD | 0.00015542177 |
| 1,047 | Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms | 2015 | VLDB | 0.00014442219 |
| 3,826 | Automatic Discovery of Attributes in Relational Databases | 2011 | SIGMOD | 6.7204879e-05 |
| 7,655 | CORDS: Automatic Generation of Correlation Statistics in DB2 | 2004 | VLDB | 4.6830102e-05 |
| 11,550 | Making DBMSes Dependency-Aware | 2020 | CIDR | 4.1905499e-05 |
| 838 | Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data | 2001 | SIGMOD | 0.00016024923 |
| 224 | CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies | 2004 | SIGMOD | 0.00032743209 |