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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
ha03a7dfb5ad522a0
Venue
SIGMOD
Year
2001
Pagerank
0.00016295476
Overall Rank
566 | 96.20%
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 0.00052121228
112 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00032459277
124 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00030600691
171 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.00027011593
312 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021311793
372 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00019720059
678 StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time 2002 VLDB 0.00014838454
842 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00013540697
850 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00013488409
852 Streaming Queries over Streaming Data 2002 VLDB 0.00013451343
1,111 A Transducer-Based XML Query Processor 2002 VLDB 0.00011984202
1,286 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.0001119284
1,666 Characterizing Memory Requirements for Queries over Continuous Data Streams 2002 PODS 9.9382031e-05
1,792 Fast Approximate Correlation for Massive Time-series Data 2010 SIGMOD 9.6238255e-05
2,208 Multi-Dimensional Regression Analysis of Time-Series Data Streams 2002 VLDB 8.8382452e-05
2,322 Online Maintenance of Very Large Random Samples 2004 SIGMOD 8.6361485e-05
3,094 Holistic UDAFs at Streaming Speeds 2004 SIGMOD 7.6533343e-05
3,603 Scalable Distributed Stream Join Processing 2015 SIGMOD 7.173496e-05
4,106 Content-Based Routing: Different Plans for Different Data 2005 VLDB 6.8032891e-05
4,374 Beyond Simple Aggregates: Indexing for Summary Queries 2011 PODS 6.6300924e-05
4,590 Window-Aware Load Shedding for Aggregation Queries over Data Streams 2006 VLDB 6.5139479e-05
4,677 Efficient Evaluation of XQuery over Streaming Data 2005 VLDB 6.4733736e-05
5,270 Online Event-driven Subsequence Matching over Financial Data Streams 2004 SIGMOD 6.2013771e-05
5,390 Adaptive, Hands-Off Stream Mining 2003 VLDB 6.1508226e-05
6,320 Subsequence Matching on Structured Time Series Data 2005 SIGMOD 5.8149919e-05
6,432 A Regression-Based Temporal Pattern Mining Scheme for Data Streams 2003 VLDB 5.78833e-05
8,134 Locking Protocols for Materialized Aggregate Join Views 2003 VLDB 5.3930626e-05
8,138 Streaming Quotient Filter: A Near Optimal Approximate Duplicate Detection Approach for Data Streams 2013 VLDB 5.3922449e-05
9,128 Modeling Skew in Data Streams 2006 SIGMOD 5.2234555e-05
13,093 AIMS: An Immersidata Management System 2003 CIDR 4.9793485e-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 0.00076195956
53 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00040860054
135 Ripple Joins for Online Aggregation 1999 SIGMOD 0.00029866033
242 Fast Incremental Maintenance of Approximate Histograms 1997 VLDB 0.00023363722
252 Approximate Medians and other Quantiles in One Pass and with Limited Memory 1998 SIGMOD 0.00023050233
450 Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets 1999 SIGMOD 0.00018032912
785 A One-Pass Algorithm for Accurately Estimating Quantiles for Disk-Resident Data 1997 VLDB 0.00014005637
1,703 Online Dynamic Reordering for Interactive Data Processing 1999 VLDB 9.8315219e-05
1,755 Offering a Precision-Performance Tradeoff for Aggregation Queries over Replicated Data 2000 VLDB 9.7206727e-05
2,870 BOAT—Optimistic Decision Tree Construction 1999 SIGMOD 7.9233098e-05
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