The Generalized MDL Approach for Summarization
Summary: GMDL generalizes MDL for region-based OLAP summaries; allows don't-care cells to merge into larger regions, yielding fewer regions and more concise answers. It provides region-finding algorithms for fully spatial and hierarchical categorical dimensions, with runtime and compression results. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Laks V.S. Lakshmanan (University of British Columbia)
- 2. Raymond T. Ng (University of British Columbia)
- 3. Christine Xing Wang (University of British Columbia)
- 4. Xiaodong Zhou (University of British Columbia)
- 5. Theodore J. Johnson (AT&T)
BibTeX Citation
@article{lakshmanan_vldb02,
title = {{The Generalized MDL Approach for Summarization}},
author = {Lakshmanan, Laks V.S. and Ng, Raymond T. and Wang, Christine Xing and Zhou, Xiaodong and Johnson, Theodore J.},
journal = {PVLDB},
series = {{VLDB} '02},
doi = {10.1016/B978-155860869-6/50073-1},
url = {https://doi.org/10.1016/B978-155860869-6/50073-1},
year = {2002}
}Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 548 | Graph Summarization with Bounded Error | 2008 | SIGMOD | 0.00016694936 |
| 858 | Interpretable and Informative Explanations of Outcomes | 2015 | VLDB | 0.0001356511 |
| 4,204 | MDL Summarization with Holes | 2005 | VLDB | 6.834169e-05 |
| 4,258 | Diamond in the Rough: Finding Hierarchical Heavy Hitters in Multi-Dimensional Data | 2004 | SIGMOD | 6.7994155e-05 |
| 4,594 | Distributed Query Processing and Catalogs for Peer-to-Peer Systems | 2003 | CIDR | 6.6138159e-05 |
| 6,932 | Summarized Causal Explanations For Aggregate Views | 2024 | SIGMOD | 5.7362362e-05 |
| 7,003 | Guided Exploration of Data Summaries | 2022 | VLDB | 5.7278883e-05 |
| 8,153 | The Cascading Analysts Algorithm | 2018 | SIGMOD | 5.4769543e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 0 of 0 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|
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