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Computing Iceberg Queries Efficiently

Summary: Proposes memory-efficient iceberg-query algorithms for thresholded aggregates over large inputs. Compared with sorting or hashing-based methods, they need far fewer passes and little memory; validated on a 3GB Web data study with clear savings. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
8498
Venue
VLDB
Year
1998
Pagerank
0.00019431661
Overall Rank
598 | 95.85%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 35 of 35 citing papers.

Rank Citing Paper Year Venue Pagerank
43 Models and Issues in Data Stream Systems 2002 PODS 0.00072660894
168 Approximate Frequency Counts over Data Streams 2002 VLDB 0.0003915627
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026698826
475 Bottom-Up Computation of Sparse and Iceberg CUBEs 1999 SIGMOD 0.00022238407
778 Spectral Bloom Filters 2003 SIGMOD 0.00016729191
874 What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically 2003 PODS 0.0001568356
1,744 Space-optimal Heavy Hitters with Strong Error Bounds 2009 PODS 0.00010694459
2,665 Dwarf: Shrinking the PetaCube 2002 SIGMOD 8.3505169e-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
3,685 Finding replicated web collections 2000 SIGMOD 6.8392492e-05
3,809 Supporting Ad-hoc Ranking Aggregates 2006 SIGMOD 6.7413981e-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
4,766 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
5,204 Mining Multi-Dimensional Constrained Gradients in Data Cubes 2001 VLDB 5.6278547e-05
5,807 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.3189104e-05
5,935 Perturbation Analysis of Database Queries 2016 VLDB 5.2616521e-05
6,415 An Optimal Algorithm for l1-Heavy Hitters in Insertion Streams and Related Problems 2016 PODS 5.064828e-05
6,426 Finding Global Icebergs over Distributed Data Sets 2006 PODS 5.0605823e-05
6,565 Toward Interpretable and Actionable Data Analysis with Explanations and Causality 2022 VLDB 5.0033542e-05
8,070 Optimizing Iceberg Queries with Complex Joins 2017 SIGMOD 4.5893281e-05
8,203 SpaceSaving±: An Optimal Algorithm for Frequency Estimation and Frequent Items in the Bounded-Deletion Model 2022 VLDB 4.5552628e-05
8,390 Goals and Benchmarks for Autonomic Configuration Recommenders 2005 SIGMOD 4.524666e-05
8,415 ZaliQL: Causal Inference from Observational Data at Scale 2017 VLDB 4.5129935e-05
8,505 ARCube: Supporting Ranking Aggregate Queries in Partially Materialized Data Cubes 2008 SIGMOD 4.4915213e-05
8,932 Sketching via Hashing: From Heavy Hitters to Compressive Sensing to Sparse Fourier Transform 2013 PODS 4.4229886e-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
10,905 Streaming Algorithms with Few State Changes 2024 PODS 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
12,457 BIwTL: A Business Information Warehouse Toolkit and Language for Warehousing Simplification and Automation 2007 SIGMOD 4.1905499e-05
12,635 Estimating the Output Cardinality of Partial Preaggregation with a Measure of Clusteredness 2003 VLDB 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
117 An Effective Hash-Based Algorithm for Mining Association Rules 1995 SIGMOD 0.00045914132
651 Dynamic Itemset Counting and Implication Rules for Market Basket Data 1997 SIGMOD 0.00018649942
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