Efficacious Data Cube Exploration by Semantic Summarization and Compression
Summary: Proposes quotient cube, semantic summarization and compression that cluster cube cells into equivalence classes while preserving roll-up semantics. Shows compact structures and querying algorithms with maintenance; SOCQET demo for interactive OLAP. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Laks V.S. Lakshmanan
- 2. Jian Pei
- 3. Yan Zhao
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,029 | Improving Graph Compression for Efficient Resource-Constrained Graph Analytics | 2024 | VLDB | 4.1905499e-05 |
| 11,226 | Homomorphic Compression: Making Text Processing on Compression Unlimited | 2023 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,585 | Quotient Cube: How to Summarize the Semantics of a Data Cube | 2002 | VLDB | 6.9408892e-05 |
| 4,004 | QC-Trees: An Efficient Summary Structure for Semantic OLAP | 2003 | SIGMOD | 6.5401186e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,054 | Graph Cube: On Warehousing and OLAP Multidimensional Networks | 2011 | SIGMOD | 9.682102e-05 |
| 247 | On the Computation of Multidimensional Aggregates | 1996 | VLDB | 0.00030923842 |
| 12,769 | Partial-Sum Queries in OLAP Data Cubes Using Covering Codes | 1997 | PODS | 4.1905499e-05 |
| 1,193 | Fast Computation of Sparse Datacubes | 1997 | VLDB | 0.00013412915 |
| 4,443 | Hierarchical Cubes for Range-Sum Queries | 1999 | VLDB | 6.1772772e-05 |
| 3,162 | High-Dimensional OLAP: A Minimal Cubing Approach | 2004 | VLDB | 7.4622284e-05 |
| 4,958 | Aggregation Algorithms for Very Large Compressed Data Warehouses | 1999 | VLDB | 5.8004036e-05 |
| 3,585 | Quotient Cube: How to Summarize the Semantics of a Data Cube | 2002 | VLDB | 6.9408892e-05 |
| 4,004 | QC-Trees: An Efficient Summary Structure for Semantic OLAP | 2003 | SIGMOD | 6.5401186e-05 |
| 5,806 | SOCQET: Semantic OLAP with Compressed Cube and Summarization | 2003 | SIGMOD | 5.3193543e-05 |