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On Computing Correlated Aggregates Over Continual Data Streams

Summary: Introduces single-pass, space-efficient algorithms to compute correlated aggregates over streaming data (landmark and sliding windows) for many customers. Handles independent aggregates as extrema or averages, exploiting monotonicity and convergence for accuracy, validated by extensive real and synthetic experiments. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3315
Venue
SIGMOD
Year
2001
Pagerank
0.00016635191
Overall Rank
551 | 96.23%
DOI
10.1145/375663.375665

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{gehrke_sigmod01,
        title = {{On Computing Correlated Aggregates Over Continual Data Streams}},
        author = {Gehrke, Johannes and Korn, Flip and Srivastava, Divesh},
        series = {{SIGMOD} '01},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/375663.375665},
        url = {https://dl.acm.org/doi/10.1145/375663.375665},
        year = {2001}
}

Incoming Citations (Sorted by Pagerank)

Showing 30 of 30 citing papers.

Rank Citing Paper Year Venue Pagerank
26 Models and Issues in Data Stream Systems 2002 PODS 0.00052982574
111 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00032990214
122 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00031260115
167 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.0002757283
311 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021760621
363 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.0002005475
668 StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time 2002 VLDB 0.00015166017
817 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00013823702
828 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00013769869
832 Streaming Queries over Streaming Data 2002 VLDB 0.00013736125
1,082 A Transducer-Based XML Query Processor 2002 VLDB 0.00012257574
1,263 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011425419
1,656 Characterizing Memory Requirements for Queries over Continuous Data Streams 2002 PODS 0.00010097487
1,764 Fast Approximate Correlation for Massive Time-series Data 2010 SIGMOD 9.8120315e-05
2,171 Multi-Dimensional Regression Analysis of Time-Series Data Streams 2002 VLDB 9.0406168e-05
2,271 Online Maintenance of Very Large Random Samples 2004 SIGMOD 8.8254873e-05
3,044 Holistic UDAFs at Streaming Speeds 2004 SIGMOD 7.820774e-05
3,532 Scalable Distributed Stream Join Processing 2015 SIGMOD 7.3369085e-05
4,285 Beyond Simple Aggregates: Indexing for Summary Queries 2011 PODS 6.7812351e-05
4,383 Content-Based Routing: Different Plans for Different Data 2005 VLDB 6.7329787e-05
4,517 Window-Aware Load Shedding for Aggregation Queries over Data Streams 2006 VLDB 6.6481605e-05
4,576 Efficient Evaluation of XQuery over Streaming Data 2005 VLDB 6.6216442e-05
5,162 Online Event-driven Subsequence Matching over Financial Data Streams 2004 SIGMOD 6.339805e-05
5,272 Adaptive, Hands-Off Stream Mining 2003 VLDB 6.2899363e-05
6,189 Subsequence Matching on Structured Time Series Data 2005 SIGMOD 5.9483531e-05
6,305 A Regression-Based Temporal Pattern Mining Scheme for Data Streams 2003 VLDB 5.9204295e-05
7,970 Locking Protocols for Materialized Aggregate Join Views 2003 VLDB 5.516316e-05
8,020 Streaming Quotient Filter: A Near Optimal Approximate Duplicate Detection Approach for Data Streams 2013 VLDB 5.5059287e-05
8,964 Modeling Skew in Data Streams 2006 SIGMOD 5.3433303e-05
12,803 AIMS: An Immersidata Management System 2003 CIDR 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank Cited Paper Year Venue Pagerank
9 Online Aggregation 1997 SIGMOD 0.00077458002
53 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00041071971
131 Ripple Joins for Online Aggregation 1999 SIGMOD 0.00030424509
235 Fast Incremental Maintenance of Approximate Histograms 1997 VLDB 0.00023783792
261 Approximate Medians and other Quantiles in One Pass and with Limited Memory 1998 SIGMOD 0.00023097188
443 Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets 1999 SIGMOD 0.00018373044
783 A One-Pass Algorithm for Accurately Estimating Quantiles for Disk-Resident Data 1997 VLDB 0.00014076306
1,680 Online Dynamic Reordering for Interactive Data Processing 1999 VLDB 0.00010024295
1,716 Offering a Precision-Performance Tradeoff for Aggregation Queries over Replicated Data 2000 VLDB 9.9330086e-05
2,810 BOAT—Optimistic Decision Tree Construction 1999 SIGMOD 8.0985732e-05
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