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 |
|---|---|---|---|---|
| 387 | Graph Summarization with Bounded Error | 2008 | SIGMOD | 0.00024682268 |
| 1,096 | Interpretable and Informative Explanations of Outcomes | 2015 | VLDB | 0.00014088686 |
| 3,861 | Distributed Query Processing and Catalogs for Peer-to-Peer Systems | 2003 | CIDR | 6.6848619e-05 |
| 4,218 | MDL Summarization with Holes | 2005 | VLDB | 6.3436747e-05 |
| 4,463 | Diamond in the Rough: Finding Hierarchical Heavy Hitters in Multi-Dimensional Data | 2004 | SIGMOD | 6.1563782e-05 |
| 7,172 | Summarized Causal Explanations For Aggregate Views | 2024 | SIGMOD | 4.8068645e-05 |
| 7,200 | Guided Exploration of Data Summaries | 2022 | VLDB | 4.7980895e-05 |
| 8,109 | The Cascading Analysts Algorithm | 2018 | SIGMOD | 4.5807394e-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 |
|---|---|---|---|---|
| 3,162 | High-Dimensional OLAP: A Minimal Cubing Approach | 2004 | VLDB | 7.4622284e-05 |
| 1,001 | Intelligent Rollups in Multidimensional OLAP Data | 2001 | VLDB | 0.00014709145 |
| 3,375 | OLAP over Imprecise Data with Domain Constraints | 2007 | VLDB | 7.1627514e-05 |
| 8,521 | Computing A Well-Representative Summary of Conjunctive Query Results | 2024 | PODS | 4.4893996e-05 |
| 4,958 | Aggregation Algorithms for Very Large Compressed Data Warehouses | 1999 | VLDB | 5.8004036e-05 |
| 825 | Simultaneous Optimization and Evaluation of Multiple Dimensional Queries | 1998 | SIGMOD | 0.00016171735 |
| 3,539 | General purpose database summarization | 2005 | VLDB | 6.9925094e-05 |
| 762 | Explaining differences in multidimensional aggregates | 1999 | VLDB | 0.00016984985 |
| 8,083 | Concise Descriptions of Subsets of Structured Sets | 2003 | PODS | 4.5864228e-05 |
| 4,218 | MDL Summarization with Holes | 2005 | VLDB | 6.3436747e-05 |