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Bottom-Up Computation of Sparse and Iceberg CUBEs

Summary: Introduces Iceberg-CUBE, computing only group-by partitions meeting a min support. Proposes BUC, a bottom-up CUBE algorithm with Apriori-like pruning that prioritizes locality over minimal aggregation, beating prior sparse/Iceberg-CUBE methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3114
Venue
SIGMOD
Year
1999
Pagerank
0.00022238407
Overall Rank
475 | 96.71%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 44 of 44 citing papers.

Rank Citing Paper Year Venue Pagerank
168 Approximate Frequency Counts over Data Streams 2002 VLDB 0.0003915627
1,096 Interpretable and Informative Explanations of Outcomes 2015 VLDB 0.00014088686
1,576 Efficient Computation of the Skyline Cube 2005 VLDB 0.00011278557
1,744 Space-optimal Heavy Hitters with Strong Error Bounds 2009 PODS 0.00010694459
2,195 Star-Cubing: Computing Iceberg Cubes by Top-Down and Bottom-Up Integration 2003 VLDB 9.3239483e-05
2,448 Multi-Dimensional Regression Analysis of Time-Series Data Streams 2002 VLDB 8.7935134e-05
2,605 Extending XQuery for Analytics 2005 SIGMOD 8.4627959e-05
2,665 Dwarf: Shrinking the PetaCube 2002 SIGMOD 8.3505169e-05
3,032 DADA: A Data Cube for Dominant Relationship Analysis 2006 SIGMOD 7.6752032e-05
3,162 High-Dimensional OLAP: A Minimal Cubing Approach 2004 VLDB 7.4622284e-05
3,245 Information Dependencies 2000 PODS 7.324637e-05
3,542 Extracting Top-K Insights from Multi-dimensional Data 2017 SIGMOD 6.9896948e-05
3,557 Fast Manhattan Sketches in Data Streams 2010 PODS 6.9711051e-05
3,809 Supporting Ad-hoc Ranking Aggregates 2006 SIGMOD 6.7413981e-05
3,820 Promotion Analysis in Multi-Dimensional Space 2009 VLDB 6.7266035e-05
3,878 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 6.6669911e-05
3,911 Progressive and Selective Merge: Computing Top-K with Ad-hoc Ranking Functions 2007 SIGMOD 6.6343292e-05
4,004 QC-Trees: An Efficient Summary Structure for Semantic OLAP 2003 SIGMOD 6.5401186e-05
4,084 On the Content of Materialized Aggregate Views 2000 PODS 6.4581296e-05
4,176 OLAP on Sequence Data 2008 SIGMOD 6.3771062e-05
4,463 Diamond in the Rough: Finding Hierarchical Heavy Hitters in Multi-Dimensional Data 2004 SIGMOD 6.1563782e-05
4,766 Pinot: Realtime OLAP for 530 Million Users 2018 SIGMOD 5.933206e-05
5,078 Combi-Operator – Database Support for Data Mining Applications 2003 VLDB 5.708568e-05
5,188 Finding Hierarchical Heavy Hitters in Data Streams 2003 VLDB 5.635103e-05
5,204 Mining Multi-Dimensional Constrained Gradients in Data Cubes 2001 VLDB 5.6278547e-05
5,991 Sampling Cube: A Framework for Statistical OLAP Over Sampling Data 2008 SIGMOD 5.2385592e-05
6,131 Data Mining with the SAP NetWeaver BI Accelerator 2006 VLDB 5.1930075e-05
6,415 An Optimal Algorithm for l1-Heavy Hitters in Insertion Streams and Related Problems 2016 PODS 5.064828e-05
6,739 CURE for Cubes: Cubing Using a ROLAP Engine 2006 VLDB 4.9413138e-05
6,973 FlowCube: Constructing RFID FlowCubes for Multi-Dimensional Analysis of Commodity Flows 2006 VLDB 4.8731033e-05
7,077 The Polynomial Complexity of Fully Materialized Coalesced Cubes 2004 VLDB 4.8367109e-05
8,070 Optimizing Iceberg Queries with Complex Joins 2017 SIGMOD 4.5893281e-05
8,108 NetCube: A Scalable Tool for Fast Data Mining and Compression 2001 VLDB 4.5808537e-05
8,181 Bellwether Analysis: Predicting Global Aggregates from Local Regions 2006 VLDB 4.5625565e-05
8,226 Mining Approximate Top-K Subspace Anomalies in Multi-Dimensional Time-Series Data 2007 VLDB 4.5505782e-05
8,505 ARCube: Supporting Ranking Aggregate Queries in Partially Materialized Data Cubes 2008 SIGMOD 4.4915213e-05
8,959 MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis 2021 SIGMOD 4.4175998e-05
9,688 Iceberg-cube Computation with PC Clusters 2001 SIGMOD 4.3006524e-05
10,667 Cuckoo Heavy Keeper and the balancing act of maintaining heavy hitters in stream processing 2025 VLDB 4.1905499e-05
11,566 Timely Reporting of Heavy Hitters using External Memory 2020 SIGMOD 4.1905499e-05
11,843 An Efficient MapReduce Cube Algorithm for Varied Data Distributions 2016 SIGMOD 4.1905499e-05
12,183 Latent OLAP: Data Cubes over Latent Variables 2011 SIGMOD 4.1905499e-05
12,418 Dwarfs in the Rearview Mirror: How Big are they Really? 2008 VLDB 4.1905499e-05
12,581 FARMER: Finding Interesting Rule Groups in Microarray Datasets 2004 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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