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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
3254
Venue
SIGMOD
Year
2001
Pagerank
0.00019048986
Overall Rank
617 | 95.72%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 30 of 30 citing papers.

Rank Citing Paper Year Venue Pagerank
43 Models and Issues in Data Stream Systems 2002 PODS 0.00072660894
143 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00041688468
168 Approximate Frequency Counts over Data Streams 2002 VLDB 0.0003915627
204 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.00034696955
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026698826
430 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00023406426
783 StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time 2002 VLDB 0.00016648503
903 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00015449454
984 Streaming Queries over Streaming Data 2002 VLDB 0.00014840586
1,065 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00014344675
1,123 A Transducer-Based XML Query Processor 2002 VLDB 0.00013836955
1,557 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011381807
1,784 Fast Approximate Correlation for Massive Time-series Data 2010 SIGMOD 0.00010548792
1,904 Characterizing Memory Requirements for Queries over Continuous Data Streams 2002 PODS 0.00010144623
2,377 Online Maintenance of Very Large Random Samples 2004 SIGMOD 8.9359321e-05
2,448 Multi-Dimensional Regression Analysis of Time-Series Data Streams 2002 VLDB 8.7935134e-05
3,491 Holistic UDAFs at Streaming Speeds 2004 SIGMOD 7.0436671e-05
3,989 Beyond Simple Aggregates: Indexing for Summary Queries 2011 PODS 6.5545373e-05
4,161 Scalable Distributed Stream Join Processing 2015 SIGMOD 6.3883784e-05
4,647 Window-Aware Load Shedding for Aggregation Queries over Data Streams 2006 VLDB 6.01732e-05
4,890 Content-Based Routing: Different Plans for Different Data 2005 VLDB 5.8477169e-05
4,933 Efficient Evaluation of XQuery over Streaming Data 2005 VLDB 5.8158631e-05
5,314 Online Event-driven Subsequence Matching over Financial Data Streams 2004 SIGMOD 5.5702825e-05
5,489 Adaptive, Hands-Off Stream Mining 2003 VLDB 5.4790681e-05
6,339 A Regression-Based Temporal Pattern Mining Scheme for Data Streams 2003 VLDB 5.0989397e-05
6,401 Subsequence Matching on Structured Time Series Data 2005 SIGMOD 5.0735622e-05
7,902 Locking Protocols for Materialized Aggregate Join Views 2003 VLDB 4.6174625e-05
8,019 Streaming Quotient Filter: A Near Optimal Approximate Duplicate Detection Approach for Data Streams 2013 VLDB 4.6006992e-05
8,819 Modeling Skew in Data Streams 2006 SIGMOD 4.4378541e-05
12,619 AIMS: An Immersidata Management System 2003 CIDR 4.1905499e-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
14 Online Aggregation 1997 SIGMOD 0.0010813443
116 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00046191288
216 Ripple Joins for Online Aggregation 1999 SIGMOD 0.00033560137
270 Fast Incremental Maintenance of Approximate Histograms 1997 VLDB 0.00029648047
274 Approximate Medians and other Quantiles in One Pass and with Limited Memory 1998 SIGMOD 0.00029383266
446 Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets 1999 SIGMOD 0.00023002059
526 A One-Pass Algorithm for Accurately Estimating Quantiles for Disk-Resident Data 1997 VLDB 0.00021046587
1,531 Online Dynamic Reordering for Interactive Data Processing 1999 VLDB 0.00011467334
1,771 Offering a Precision-Performance Tradeoff for Aggregation Queries over Replicated Data 2000 VLDB 0.00010606967
2,689 BOAT—Optimistic Decision Tree Construction 1999 SIGMOD 8.2965064e-05
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1,222 Querying and Mining Data Streams: You Only Get One Look 2002 SIGMOD 0.00013205769
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3,391 Estimating Statistical Aggregates on Probabilistic Data Streams 2007 PODS 7.1427968e-05
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