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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
3113
Venue
SIGMOD
Year
1999
Pagerank
0.00022346384
Overall Rank
472 | 96.72%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 44 of 44 citing papers.

Rank Citing Paper Year Venue Pagerank
166 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00039361552
1,099 Interpretable and Informative Explanations of Outcomes 2015 VLDB 0.00014096312
1,575 Efficient Computation of the Skyline Cube 2005 VLDB 0.00011286884
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
2,598 Extending XQuery for Analytics 2005 SIGMOD 8.4703301e-05
2,662 Dwarf: Shrinking the PetaCube 2002 SIGMOD 8.3532302e-05
3,030 DADA: A Data Cube for Dominant Relationship Analysis 2006 SIGMOD 7.6794959e-05
3,157 High-Dimensional OLAP: A Minimal Cubing Approach 2004 VLDB 7.4656511e-05
3,240 Information Dependencies 2000 PODS 7.3316755e-05
3,546 Extracting Top-K Insights from Multi-dimensional Data 2017 SIGMOD 6.9870745e-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
3,819 Promotion Analysis in Multi-Dimensional Space 2009 VLDB 6.7299866e-05
3,878 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 6.6731435e-05
3,908 Progressive and Selective Merge: Computing Top-K with Ad-hoc Ranking Functions 2007 SIGMOD 6.6392878e-05
4,005 QC-Trees: An Efficient Summary Structure for Semantic OLAP 2003 SIGMOD 6.5414308e-05
4,082 On the Content of Materialized Aggregate Views 2000 PODS 6.4639136e-05
4,122 OLAP on Sequence Data 2008 SIGMOD 6.4350628e-05
4,334 Diamond in the Rough: Finding Hierarchical Heavy Hitters in Multi-Dimensional Data 2004 SIGMOD 6.2798179e-05
4,767 Pinot: Realtime OLAP for 530 Million Users 2018 SIGMOD 5.9364731e-05
5,016 Finding Hierarchical Heavy Hitters in Data Streams 2003 VLDB 5.7580375e-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
5,987 Sampling Cube: A Framework for Statistical OLAP Over Sampling Data 2008 SIGMOD 5.2432535e-05
6,128 Data Mining with the SAP NetWeaver BI Accelerator 2006 VLDB 5.1979556e-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
7,081 The Polynomial Complexity of Fully Materialized Coalesced Cubes 2004 VLDB 4.8413336e-05
8,066 Optimizing Iceberg Queries with Complex Joins 2017 SIGMOD 4.5937212e-05
8,102 NetCube: A Scalable Tool for Fast Data Mining and Compression 2001 VLDB 4.5852446e-05
8,179 Bellwether Analysis: Predicting Global Aggregates from Local Regions 2006 VLDB 4.5669241e-05
8,228 Mining Approximate Top-K Subspace Anomalies in Multi-Dimensional Time-Series Data 2007 VLDB 4.5549459e-05
8,507 ARCube: Supporting Ranking Aggregate Queries in Partially Materialized Data Cubes 2008 SIGMOD 4.4955397e-05
8,996 MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis 2021 SIGMOD 4.4124959e-05
9,688 Iceberg-cube Computation with PC Clusters 2001 SIGMOD 4.3047774e-05
10,659 Cuckoo Heavy Keeper and the balancing act of maintaining heavy hitters in stream processing 2025 VLDB 4.1945683e-05
11,562 Timely Reporting of Heavy Hitters using External Memory 2020 SIGMOD 4.1945683e-05
11,835 An Efficient MapReduce Cube Algorithm for Varied Data Distributions 2016 SIGMOD 4.1945683e-05
12,175 Latent OLAP: Data Cubes over Latent Variables 2011 SIGMOD 4.1945683e-05
12,409 Dwarfs in the Rearview Mirror: How Big are they Really? 2008 VLDB 4.1945683e-05
12,572 FARMER: Finding Interesting Rule Groups in Microarray Datasets 2004 SIGMOD 4.1945683e-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.

Rank Cited Paper Year Venue Pagerank
11 Implementing Data Cubes Efficiently 1996 SIGMOD 0.0011708144
36 Fast Algorithms for Mining Association Rules 1994 VLDB 0.00076161096
247 On the Computation of Multidimensional Aggregates 1996 VLDB 0.00030927763
366 An Array-Based Algorithm for Simultaneous Multidimensional Aggregates 1997 SIGMOD 0.0002552977
597 Computing Iceberg Queries Efficiently 1998 VLDB 0.00019475592
681 Materialized View Selection in a Multidimensional Database 1997 VLDB 0.00018203591
1,021 Materialized View Selection for Multidimensional Datasets* 1998 VLDB 0.00014619259
1,191 Fast Computation of Sparse Datacubes 1997 VLDB 0.00013434201
1,626 Exploratory Mining and Pruning Optimizations of Constrained Association Rules 1998 SIGMOD 0.00011094469
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247 On the Computation of Multidimensional Aggregates 1996 VLDB 0.00030927763
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1,955 Efficient Computation of Iceberg Cubes with Complex Measures 2001 SIGMOD 9.9629452e-05
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