Automated design of multidimensional clustering tables for relational databases
Summary: Introduces the first automated method for selecting multidimensional clustering keys and dimension granularities in cell/block-stored relational tables. Combining sampling, what-if cost models, and combinatorial search, it balances clustering benefits against sparsity and matches expert designs in IBM DB2. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Sam S. Lightstone (IBM)
- 2. Bishwaranjan Bhattacharjee (IBM)
BibTeX Citation
@article{lightstone_vldb04,
title = {{Automated design of multidimensional clustering tables for relational databases}},
author = {Lightstone, Sam S. and Bhattacharjee, Bishwaranjan},
journal = {PVLDB},
series = {{VLDB} '04},
doi = {10.1016/B978-012088469-8.50102-9},
url = {https://doi.org/10.1016/B978-012088469-8.50102-9},
year = {2004}
}
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 187 | DB2 Design Advisor: Integrated Automatic Physical Database Design | 2004 | VLDB | 0.00025914764 |
| 314 | An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning | 2019 | SIGMOD | 0.00021276452 |
| 11,390 | SQL:Trek Automated Index Design at Airbnb | 2025 | VLDB | 4.9769913e-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 |
|---|---|---|---|---|
| 77 | Sampling-Based Estimation of the Number of Distinct Values of an Attribute | 1995 | VLDB | 0.00036817139 |
| 88 | Automated Selection of Materialized Views and Indexes for SQL Databases | 2000 | VLDB | 0.00035340164 |
| 187 | DB2 Design Advisor: Integrated Automatic Physical Database Design | 2004 | VLDB | 0.00025914764 |
| 243 | Automating Physical Database Design in a Parallel Database | 2002 | SIGMOD | 0.00023349603 |
| 378 | AutoAdmin "What-if" Index Analysis Utility | 1998 | SIGMOD | 0.00019541534 |
| 1,002 | Multi-Dimensional Database Allocation for Parallel Data Warehouses | 2000 | VLDB | 0.00012593352 |
| 1,906 | Microsoft Index Tuning Wizard for SQL Server 7.0 | 1998 | SIGMOD | 9.3942435e-05 |
| 2,234 | Multi-Dimensional Clustering: A New Data Layout Scheme in DB2 | 2003 | SIGMOD | 8.7892036e-05 |
| 3,857 | Efficient Query Processing for Multi-Dimensionally Clustered Tables in DB2 | 2003 | VLDB | 6.9662462e-05 |
| 8,775 | WARLOCK: A Data Allocation Tool for Parallel Warehouses | 2001 | VLDB | 5.279187e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 3,470 | Automatic Discovery of Attributes in Relational Databases | 2011 | SIGMOD |
| 2 | 701 | Explaining differences in multidimensional aggregates | 1999 | VLDB |
| 3 | 88 | Automated Selection of Materialized Views and Indexes for SQL Databases | 2000 | VLDB |
| 4 | 1,002 | Multi-Dimensional Database Allocation for Parallel Data Warehouses | 2000 | VLDB |
| 5 | 646 | Materialized View Selection in a Multidimensional Database | 1997 | VLDB |
| 6 | 9,612 | Efficient Bulk Deletes for Multi Dimensional Clustered Tables in DB2 | 2007 | VLDB |
| 7 | 187 | DB2 Design Advisor: Integrated Automatic Physical Database Design | 2004 | VLDB |
| 8 | 1,127 | Simultaneous Optimization and Evaluation of Multiple Dimensional Queries | 1998 | SIGMOD |
| 9 | 3,857 | Efficient Query Processing for Multi-Dimensionally Clustered Tables in DB2 | 2003 | VLDB |
| 10 | 2,234 | Multi-Dimensional Clustering: A New Data Layout Scheme in DB2 | 2003 | SIGMOD |