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Efficient Computation of Iceberg Cubes with Complex Measures

Summary: Efficient iceberg-cube computation with complex measures (average) via a weaker anti-monotonic prune to shrink search space. Introduces Top-k Apriori/BUC and H-tree based Top-k H-Cubing; Top-k H-Cubing often yields best scalability. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3252
Venue
SIGMOD
Year
2001
Pagerank
9.9629452e-05
Overall Rank
1,955 | 86.41%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
166 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00039361552
1,629 Space-optimal Heavy Hitters with Strong Error Bounds 2009 PODS 0.00011085267
2,190 Star-Cubing: Computing Iceberg Cubes by Top-Down and Bottom-Up Integration 2003 VLDB 9.3317645e-05
2,448 Multi-Dimensional Regression Analysis of Time-Series Data Streams 2002 VLDB 8.8032353e-05
3,157 High-Dimensional OLAP: A Minimal Cubing Approach 2004 VLDB 7.4656511e-05
3,566 Fast Manhattan Sketches in Data Streams 2010 PODS 6.9629443e-05
3,807 Supporting Ad-hoc Ranking Aggregates 2006 SIGMOD 6.747576e-05
5,079 Combi-Operator – Database Support for Data Mining Applications 2003 VLDB 5.7140516e-05
5,202 Mining Multi-Dimensional Constrained Gradients in Data Cubes 2001 VLDB 5.633298e-05
5,217 QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data 2019 SIGMOD 5.6227959e-05
5,796 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.3240234e-05
6,418 An Optimal Algorithm for l1-Heavy Hitters in Insertion Streams and Related Problems 2016 PODS 5.0696932e-05
6,736 CURE for Cubes: Cubing Using a ROLAP Engine 2006 VLDB 4.9459588e-05
6,967 FlowCube: Constructing RFID FlowCubes for Multi-Dimensional Analysis of Commodity Flows 2006 VLDB 4.8803582e-05
7,534 Enabling Efficient and General Subpopulation Analytics in Multidimensional Data Streams 2022 VLDB 4.7180004e-05
8,179 Bellwether Analysis: Predicting Global Aggregates from Local Regions 2006 VLDB 4.5669241e-05
8,507 ARCube: Supporting Ranking Aggregate Queries in Partially Materialized Data Cubes 2008 SIGMOD 4.4955397e-05
9,067 MAIDS: Mining Alarming Incidents from Data Streams 2004 SIGMOD 4.4034035e-05
11,562 Timely Reporting of Heavy Hitters using External Memory 2020 SIGMOD 4.1945683e-05
12,175 Latent OLAP: Data Cubes over Latent Variables 2011 SIGMOD 4.1945683e-05
12,577 Vertical and Horizontal Percentage Aggregations 2004 SIGMOD 4.1945683e-05
13,762 CubeExplorer: Online Exploration of Data Cubes 2002 SIGMOD -
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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.

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