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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
3175
Venue
SIGMOD
Year
1999
Pagerank
0.0001934104
Overall Rank
393 | 97.31%
DOI
10.1145/304182.304214

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{beyer_sigmod99,
        title = {{Bottom-Up Computation of Sparse and Iceberg CUBEs}},
        author = {Beyer, Kevin and Ramakrishnan, Raghu},
        series = {{SIGMOD} '99},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/304182.304214},
        url = {https://dl.acm.org/doi/10.1145/304182.304214},
        year = {1999}
}

Incoming Citations (Sorted by Pagerank)

Showing 44 of 44 citing papers.

Rank Citing Paper Year Venue Pagerank
122 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00031260115
858 Interpretable and Informative Explanations of Outcomes 2015 VLDB 0.0001356511
1,360 Efficient Computation of the Skyline Cube 2005 VLDB 0.00011040203
1,600 Space-optimal Heavy Hitters with Strong Error Bounds 2009 PODS 0.00010240222
2,171 Multi-Dimensional Regression Analysis of Time-Series Data Streams 2002 VLDB 9.0406168e-05
2,318 Dwarf: Shrinking the PetaCube 2002 SIGMOD 8.7588859e-05
2,496 Star-Cubing: Computing Iceberg Cubes by Top-Down and Bottom-Up Integration 2003 VLDB 8.5025699e-05
2,730 DADA: A Data Cube for Dominant Relationship Analysis 2006 SIGMOD 8.1977425e-05
3,069 Extending XQuery for Analytics 2005 SIGMOD 7.7900555e-05
3,132 Extracting Top-K Insights from Multi-dimensional Data 2017 SIGMOD 7.7246394e-05
3,141 Information Dependencies 2000 PODS 7.7170066e-05
3,500 Progressive and Selective Merge: Computing Top-K with Ad-hoc Ranking Functions 2007 SIGMOD 7.3597562e-05
3,521 Promotion Analysis in Multi-Dimensional Space 2009 VLDB 7.3501396e-05
3,706 Supporting Ad-hoc Ranking Aggregates 2006 SIGMOD 7.1819534e-05
3,748 OLAP on Sequence Data 2008 SIGMOD 7.154573e-05
3,753 High-Dimensional OLAP: A Minimal Cubing Approach 2004 VLDB 7.1505817e-05
3,774 QC-Trees: An Efficient Summary Structure for Semantic OLAP 2003 SIGMOD 7.1381444e-05
3,930 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 7.0102082e-05
4,155 On the Content of Materialized Aggregate Views 2000 PODS 6.866935e-05
4,231 Pinot: Realtime OLAP for 530 Million Users 2018 SIGMOD 6.8177976e-05
4,258 Diamond in the Rough: Finding Hierarchical Heavy Hitters in Multi-Dimensional Data 2004 SIGMOD 6.7994155e-05
4,370 Fast Manhattan Sketches in Data Streams 2010 PODS 6.7387541e-05
5,036 Finding Hierarchical Heavy Hitters in Data Streams 2003 VLDB 6.3915389e-05
5,500 Combi-Operator – Database Support for Data Mining Applications 2003 VLDB 6.1968585e-05
5,651 Sampling Cube: A Framework for Statistical OLAP Over Sampling Data 2008 SIGMOD 6.1336568e-05
5,955 Mining Multi-Dimensional Constrained Gradients in Data Cubes 2001 VLDB 6.0290092e-05
6,017 Data Mining with the SAP NetWeaver BI Accelerator 2006 VLDB 6.0061791e-05
6,454 An Optimal Algorithm for l1-Heavy Hitters in Insertion Streams and Related Problems 2016 PODS 5.8746921e-05
6,658 CURE for Cubes: Cubing Using a ROLAP Engine 2006 VLDB 5.8104851e-05
6,800 FlowCube: Constructing RFID FlowCubes for Multi-Dimensional Analysis of Commodity Flows 2006 VLDB 5.7700096e-05
6,902 The Polynomial Complexity of Fully Materialized Coalesced Cubes 2004 VLDB 5.7426524e-05
7,870 Optimizing Iceberg Queries with Complex Joins 2017 SIGMOD 5.5272726e-05
8,121 NetCube: A Scalable Tool for Fast Data Mining and Compression 2001 VLDB 5.4834308e-05
8,229 Mining Approximate Top-K Subspace Anomalies in Multi-Dimensional Time-Series Data 2007 VLDB 5.4620216e-05
8,590 Bellwether Analysis: Predicting Global Aggregates from Local Regions 2006 VLDB 5.4062174e-05
8,649 ARCube: Supporting Ranking Aggregate Queries in Partially Materialized Data Cubes 2008 SIGMOD 5.3916641e-05
8,974 MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis 2021 SIGMOD 5.3413784e-05
9,824 Iceberg-cube Computation with PC Clusters 2001 SIGMOD 5.214913e-05
10,910 Cuckoo Heavy Keeper and the balancing act of maintaining heavy hitters in stream processing 2025 VLDB 5.093636e-05
11,759 Timely Reporting of Heavy Hitters using External Memory 2020 SIGMOD 5.093636e-05
12,036 An Efficient MapReduce Cube Algorithm for Varied Data Distributions 2016 SIGMOD 5.093636e-05
12,370 Latent OLAP: Data Cubes over Latent Variables 2011 SIGMOD 5.093636e-05
12,603 Dwarfs in the Rearview Mirror: How Big are they Really? 2008 VLDB 5.093636e-05
12,765 FARMER: Finding Interesting Rule Groups in Microarray Datasets 2004 SIGMOD 5.093636e-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 0.00071822821
27 Fast Algorithms for Mining Association Rules 1994 VLDB 0.00052255472
207 On the Computation of Multidimensional Aggregates 1996 VLDB 0.00025088003
324 An Array-Based Algorithm for Simultaneous Multidimensional Aggregates 1997 SIGMOD 0.00021200835
577 Computing Iceberg Queries Efficiently 1998 VLDB 0.00016235949
638 Materialized View Selection in a Multidimensional Database 1997 VLDB 0.000154719
942 Materialized View Selection for Multidimensional Datasets 1998 VLDB 0.00013076262
1,083 Fast Computation of Sparse Datacubes 1997 VLDB 0.00012256953
1,535 Exploratory Mining and Pruning Optimizations of Constrained Association Rules 1998 SIGMOD 0.00010463058
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# Overall Rank Paper Year Venue
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