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Approximate Join Processing Over Data Streams

Summary: Approximate sliding-window joins in data streams by dropping tuples. Proposes offline-optimal and fast online algorithms to minimize output tuples; surveys architecture and quality metrics; introduces Archive-metric for completing joins after archiving. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3419
Venue
SIGMOD
Year
2003
Pagerank
0.00010793312
Overall Rank
1,717 | 88.06%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
191 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00035738595
1,286 Photon: Fault-tolerant and Scalable Joining of Continuous Data Streams 2013 SIGMOD 0.0001282373
1,346 Streaming Pattern Discovery in Multiple Time-Series 2005 VLDB 0.00012466288
1,990 Fault-Tolerance in the Borealis Distributed Stream Processing System 2005 SIGMOD 9.8472819e-05
2,118 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 9.5100739e-05
2,368 Online Maintenance of Very Large Random Samples 2004 SIGMOD 8.9501526e-05
2,763 Executing Stream Joins on the Cell Processor 2007 VLDB 8.1579306e-05
4,133 Memory-Limited Execution of Windowed Stream Joins 2004 VLDB 6.4196026e-05
4,649 Window-Aware Load Shedding for Aggregation Queries over Data Streams 2006 VLDB 6.0236001e-05
4,930 Static Optimization of Conjunctive Queries with Sliding Windows Over Infinite Streams 2004 SIGMOD 5.8213082e-05
5,150 Efficient Join Synopsis Maintenance for Data Warehouse 2020 SIGMOD 5.6626586e-05
5,644 FluxQuery: An Execution Framework for Highly Interactive Query Workloads 2016 SIGMOD 5.3924275e-05
6,338 RPJ: Producing Fast Join Results on Streams through Rate-based Optimization 2005 SIGMOD 5.105321e-05
6,436 Providing Streaming Joins as a Service at Facebook 2018 VLDB 5.0636254e-05
6,838 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 4.9109732e-05
6,853 On Joining and Caching Stochastic Streams 2005 SIGMOD 4.9070864e-05
8,005 Online Topic-Aware Entity Resolution Over Incomplete Data Streams 2021 SIGMOD 4.6081461e-05
8,337 THEMIS: Fairness in Federated Stream Processing under Overload 2016 SIGMOD 4.5434623e-05
8,480 Optimization of Threshold Functions over Streams 2021 VLDB 4.5011552e-05
9,450 Lightweight Authentication of Linear Algebraic Queries on Data Streams 2013 SIGMOD 4.3396633e-05
10,616 Unraveling the Impact of Window Semantics: Optimizing Join Order for Efficient Stream Processing 2025 VLDB 4.1945683e-05
10,981 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.1945683e-05
11,358 Scaling Equi-Joins 2022 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

Rank Cited Paper Year Venue Pagerank
18 On Random Sampling over Joins 1999 SIGMOD 0.00092385438
41 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00073964959
43 Models and Issues in Data Stream Systems 2002 PODS 0.00072723062
126 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00044744986
205 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.00034731577
244 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00031066222
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026702512
361 Histogram-Based Approximation of Set-Valued Query Answers 1999 VLDB 0.00025775749
394 An Adaptive Query Execution System for Data Integration* 1999 SIGMOD 0.00024460855
852 Dynamic Multidimensional Histograms 2002 SIGMOD 0.00015941524
985 Streaming Queries over Streaming Data 2002 VLDB 0.00014852471
1,904 Characterizing Memory Requirements for Queries over Continuous Data Streams 2002 PODS 0.00010154528
2,702 Reverse Nearest Neighbor Aggregates Over Data Streams 2002 VLDB 8.2725214e-05
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3,382 Scalable and Adaptive Online Joins 2014 VLDB 7.1597145e-05
1,554 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011400581
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