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
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Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 388 | Graph Summarization with Bounded Error | 2008 | SIGMOD | 0.00024662272 |
| 1,099 | Interpretable and Informative Explanations of Outcomes | 2015 | VLDB | 0.00014096312 |
| 3,858 | Distributed Query Processing and Catalogs for Peer-to-Peer Systems | 2003 | CIDR | 6.6913167e-05 |
| 4,221 | MDL Summarization with Holes | 2005 | VLDB | 6.348988e-05 |
| 4,334 | Diamond in the Rough: Finding Hierarchical Heavy Hitters in Multi-Dimensional Data | 2004 | SIGMOD | 6.2798179e-05 |
| 7,172 | Summarized Causal Explanations For Aggregate Views | 2024 | SIGMOD | 4.8114797e-05 |
| 7,222 | Guided Exploration of Data Summaries | 2022 | VLDB | 4.797186e-05 |
| 8,104 | The Cascading Analysts Algorithm | 2018 | SIGMOD | 4.5851358e-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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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,157 | High-Dimensional OLAP: A Minimal Cubing Approach | 2004 | VLDB | 7.4656511e-05 |
| 1,000 | Intelligent Rollups in Multidimensional OLAP Data | 2001 | VLDB | 0.00014709252 |
| 3,372 | OLAP over Imprecise Data with Domain Constraints | 2007 | VLDB | 7.1683982e-05 |
| 10,927 | Computing A Well-Representative Summary of Conjunctive Query Results | 2024 | PODS | 4.1945683e-05 |
| 4,954 | Aggregation Algorithms for Very Large Compressed Data Warehouses | 1999 | VLDB | 5.8053789e-05 |
| 829 | Simultaneous Optimization and Evaluation of Multiple Dimensional Queries | 1998 | SIGMOD | 0.0001618536 |
| 3,536 | General purpose database summarization | 2005 | VLDB | 6.9990821e-05 |
| 767 | Explaining differences in multidimensional aggregates | 1999 | VLDB | 0.00016981309 |
| 8,081 | Concise Descriptions of Subsets of Structured Sets | 2003 | PODS | 4.5907825e-05 |
| 4,221 | MDL Summarization with Holes | 2005 | VLDB | 6.348988e-05 |