Database Paper Browser

Back to papers

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
8497
Venue
VLDB
Year
1998
Pagerank
0.00019475592
Overall Rank
597 | 95.85%
DOI
-

Incoming Non-self Citations Over Time

Authors

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 0.00072723062
166 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00039361552
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026702512
472 Bottom-Up Computation of Sparse and Iceberg CUBEs 1999 SIGMOD 0.00022346384
781 Spectral Bloom Filters 2003 SIGMOD 0.00016741046
865 What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically 2003 PODS 0.00015808172
1,629 Space-optimal Heavy Hitters with Strong Error Bounds 2009 PODS 0.00011085267
2,662 Dwarf: Shrinking the PetaCube 2002 SIGMOD 8.3532302e-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
3,683 Finding replicated web collections 2000 SIGMOD 6.8477289e-05
3,807 Supporting Ad-hoc Ranking Aggregates 2006 SIGMOD 6.747576e-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
4,767 Pinot: Realtime OLAP for 530 Million Users 2018 SIGMOD 5.9364731e-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
5,796 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.3240234e-05
5,934 Perturbation Analysis of Database Queries 2016 VLDB 5.266698e-05
6,418 An Optimal Algorithm for l1-Heavy Hitters in Insertion Streams and Related Problems 2016 PODS 5.0696932e-05
6,431 Finding Global Icebergs over Distributed Data Sets 2006 PODS 5.0654592e-05
6,565 Toward Interpretable and Actionable Data Analysis with Explanations and Causality 2022 VLDB 5.0081626e-05
8,066 Optimizing Iceberg Queries with Complex Joins 2017 SIGMOD 4.5937212e-05
8,203 SpaceSaving±: An Optimal Algorithm for Frequency Estimation and Frequent Items in the Bounded-Deletion Model 2022 VLDB 4.5596344e-05
8,391 Goals and Benchmarks for Autonomic Configuration Recommenders 2005 SIGMOD 4.5287897e-05
8,420 ZaliQL: Causal Inference from Observational Data at Scale 2017 VLDB 4.5173249e-05
8,507 ARCube: Supporting Ranking Aggregate Queries in Partially Materialized Data Cubes 2008 SIGMOD 4.4955397e-05
9,060 Sketching via Hashing: From Heavy Hitters to Compressive Sensing to Sparse Fourier Transform 2013 PODS 4.4039656e-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
10,901 Streaming Algorithms with Few State Changes 2024 PODS 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
12,448 BIwTL: A Business Information Warehouse Toolkit and Language for Warehousing Simplification and Automation 2007 SIGMOD 4.1945683e-05
12,626 Estimating the Output Cardinality of Partial Preaggregation with a Measure of Clusteredness 2003 VLDB 4.1945683e-05
Previous Page 1 / 1 Next

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 0.00045896865
657 Dynamic Itemset Counting and Implication Rules for Market Basket Data 1997 SIGMOD 0.00018553891
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
9,432 Aggregate Estimation Over Dynamic Hidden Web Databases 2014 VLDB 4.3431757e-05
1,191 Fast Computation of Sparse Datacubes 1997 VLDB 0.00013434201
3,991 Beyond Simple Aggregates: Indexing for Summary Queries 2011 PODS 6.5553055e-05
5,736 Efficient Computation of Multiple Group By Queries 2005 SIGMOD 5.3482537e-05
2,190 Star-Cubing: Computing Iceberg Cubes by Top-Down and Bottom-Up Integration 2003 VLDB 9.3317645e-05
8,066 Optimizing Iceberg Queries with Complex Joins 2017 SIGMOD 4.5937212e-05
9,688 Iceberg-cube Computation with PC Clusters 2001 SIGMOD 4.3047774e-05
6,431 Finding Global Icebergs over Distributed Data Sets 2006 PODS 5.0654592e-05
472 Bottom-Up Computation of Sparse and Iceberg CUBEs 1999 SIGMOD 0.00022346384
1,955 Efficient Computation of Iceberg Cubes with Complex Measures 2001 SIGMOD 9.9629452e-05