MDL Summarization with Holes
Summary: MDL-based summaries of query results as S minus H for k-d cubes with tree hierarchies, holes as exceptions. 1-D solvable in linear time; 2-D NP-hard; proposes greedy, DP, and QP heuristics with experiments showing shorter summaries than prior work. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Shaofeng Bu
- 2. Laks V.S. Lakshmanan
- 3. Raymond T. Ng
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,096 | Interpretable and Informative Explanations of Outcomes | 2015 | VLDB | 0.00014088686 |
| 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 |
| 7,460 | Compact Histograms for Hierarchical Identifiers | 2006 | VLDB | 4.7198214e-05 |
| 8,109 | The Cascading Analysts Algorithm | 2018 | SIGMOD | 4.5807394e-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 |
|---|---|---|---|---|
| 11 | Implementing Data Cubes Efficiently | 1996 | SIGMOD | 0.0011695087 |
| 275 | Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets | 1999 | SIGMOD | 0.00029381206 |
| 368 | An Array-Based Algorithm for Simultaneous Multidimensional Aggregates | 1997 | SIGMOD | 0.00025508459 |
| 762 | Explaining differences in multidimensional aggregates | 1999 | VLDB | 0.00016984985 |
| 1,001 | Intelligent Rollups in Multidimensional OLAP Data | 2001 | VLDB | 0.00014709145 |
| 1,137 | User-adaptive exploration of multidimensional data | 2000 | VLDB | 0.0001373991 |
| 2,079 | The Generalized MDL Approach for Summarization | 2002 | VLDB | 9.5972684e-05 |
| 2,665 | Dwarf: Shrinking the PetaCube | 2002 | SIGMOD | 8.3505169e-05 |
| 3,585 | Quotient Cube: How to Summarize the Semantics of a Data Cube | 2002 | VLDB | 6.9408892e-05 |
| 8,083 | Concise Descriptions of Subsets of Structured Sets | 2003 | PODS | 4.5864228e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 247 | On the Computation of Multidimensional Aggregates | 1996 | VLDB | 0.00030923842 |
| 4,958 | Aggregation Algorithms for Very Large Compressed Data Warehouses | 1999 | VLDB | 5.8004036e-05 |
| 4,004 | QC-Trees: An Efficient Summary Structure for Semantic OLAP | 2003 | SIGMOD | 6.5401186e-05 |
| 3,621 | Fast Algorithms For Hierarchical Range Histogram Construction | 2002 | PODS | 6.9022467e-05 |
| 3,162 | High-Dimensional OLAP: A Minimal Cubing Approach | 2004 | VLDB | 7.4622284e-05 |
| 8,521 | Computing A Well-Representative Summary of Conjunctive Query Results | 2024 | PODS | 4.4893996e-05 |
| 825 | Simultaneous Optimization and Evaluation of Multiple Dimensional Queries | 1998 | SIGMOD | 0.00016171735 |
| 762 | Explaining differences in multidimensional aggregates | 1999 | VLDB | 0.00016984985 |
| 8,083 | Concise Descriptions of Subsets of Structured Sets | 2003 | PODS | 4.5864228e-05 |
| 2,079 | The Generalized MDL Approach for Summarization | 2002 | VLDB | 9.5972684e-05 |