Processing Star Queries on Hierarchically-Clustered Fact Tables
Summary: Proposes a plan for star queries on clustered fact tables with path-based surrogate keys. Shows surrogate-key optimizations and a grouping transform for dimension hierarchies; implemented in a commercial RDBMS with speedups on star workloads. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Nikos Karayannidis (National Technical University of Athens)
- 2. Aris Tsois (National Technical University of Athens)
- 3. Timos Sellis (National Technical University of Athens)
- 4. Roland Pieringer (TransAction Software GmbH)
- 5. Volker Markl (IBM)
- 6. Frank Ramsak (Bavarian Research Center for Knowledge-Based Systems)
- 7. Robert Fenk (Bavarian Research Center for Knowledge-Based Systems)
- 8. Klaus Elhardt (TransAction Software GmbH)
- 9. Rudolf Bayer (Technical University of Munich)
BibTeX Citation
@article{karayannidis_vldb02,
title = {{Processing Star Queries on Hierarchically-Clustered Fact Tables}},
author = {Karayannidis, Nikos and Tsois, Aris and Sellis, Timos and Pieringer, Roland and Markl, Volker and Ramsak, Frank and Fenk, Robert and Elhardt, Klaus and Bayer, Rudolf},
journal = {PVLDB},
series = {{VLDB} '02},
doi = {10.1016/B978-155860869-6/50070-6},
url = {https://doi.org/10.1016/B978-155860869-6/50070-6},
year = {2002}
}
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,500 | CORADD: Correlation Aware Database Designer for Materialized Views and Indexes | 2010 | VLDB | 7.2534237e-05 |
| 4,391 | Bitvector-aware Query Optimization for Decision Support Queries | 2020 | SIGMOD | 6.6214093e-05 |
| 7,138 | The Generalized Pre-Grouping Transformation: Aggregate Query Optimization in the Presence of Dependencies | 2003 | VLDB | 5.6008068e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 12 of 12 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 73 | Including Group-By in Query Optimization | 1994 | VLDB | 0.00037522101 |
| 107 | Improved Query Performance with Variant Indexes | 1997 | SIGMOD | 0.00033460288 |
| 202 | Aggregate-Query Processing in Data Warehousing Environments | 1995 | VLDB | 0.00025244649 |
| 213 | Eager Aggregation and Lazy Aggregation | 1995 | VLDB | 0.00024759805 |
| 552 | Orthogonal Optimization of Subqueries and Aggregation | 2001 | SIGMOD | 0.0001653835 |
| 567 | Answering Queries with Aggregation Using Views | 1996 | VLDB | 0.00016272161 |
| 773 | Bitmap Index Design and Evaluation | 1998 | SIGMOD | 0.00014084831 |
| 1,119 | Query Optimization by Predicate Move-Around | 1994 | VLDB | 0.00011950395 |
| 1,764 | Caching Multidimensional Queries Using Chunks | 1998 | SIGMOD | 9.6965217e-05 |
| 3,137 | Data Warehousing and OLAP for Decision Support | 1997 | SIGMOD | 7.6077413e-05 |
| 4,748 | Query Optimization for Selections using Bitmaps | 1999 | SIGMOD | 6.4371799e-05 |
| 5,714 | An Alternative Storage Organization for ROLAP Aggregate Views Based on Cubetrees | 1998 | SIGMOD | 6.0202342e-05 |
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|---|---|---|---|---|
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| 6 | 1,002 | Multi-Dimensional Database Allocation for Parallel Data Warehouses | 2000 | VLDB |
| 7 | 7,909 | Optimizing Star Queries in a Distributed Database System | 1984 | VLDB |
| 8 | 4,529 | What can Hierarchies do for Data Warehouses? | 1999 | VLDB |
| 9 | 9,345 | DP-starJ: A Differential Private Scheme towards Analytical Star-Join Queries | 2023 | SIGMOD |
| 10 | 7,138 | The Generalized Pre-Grouping Transformation: Aggregate Query Optimization in the Presence of Dependencies | 2003 | VLDB |