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Models and Issues in Data Stream Systems

Summary: Motivates a model where data are multiple continuous, high-rate, time-varying streams instead of persistent relations, stressing consequences for query semantics and stream-oriented languages. Surveys prior work and articulates query-processing, resource-management, and algorithmic challenges for real-time, resource‑bounded stream systems. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
1247
Venue
PODS
Year
2002
Pagerank
0.00072723062
Overall Rank
43 | 99.71%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 121 citing papers.

Rank Citing Paper Year Venue Pagerank
142 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00041725802
194 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00035426067
314 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.00028084774
323 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00027492196
412 Querying the Internet with PIER 2003 VLDB 0.00023905489
662 A Framework for Clustering Evolving Data Streams 2003 VLDB 0.00018475968
745 Distributed Top-K Monitoring 2003 SIGMOD 0.00017330487
781 Spectral Bloom Filters 2003 SIGMOD 0.00016741046
848 Approximate Counts and Quantiles over Sliding Windows 2004 PODS 0.0001597308
987 XPath Queries on Streaming Data 2003 SIGMOD 0.00014819204
1,098 Trill: A High-Performance Incremental Query Processor for Diverse Analytics 2015 VLDB 0.00014114442
1,136 Chain: Operator Scheduling for Memory Minimization in Data Stream Systems 2003 SIGMOD 0.00013760154
1,323 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00012601997
1,472 Space Efficient Mining of Multigraph Streams 2005 PODS 0.00011828662
1,554 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011400581
1,594 Adaptive Cleaning for RFID Data Streams 2006 VLDB 0.00011222484
1,717 Approximate Join Processing Over Data Streams 2003 SIGMOD 0.00010793312
1,784 Continuous Monitoring of Top-k Queries over Sliding Windows 2006 SIGMOD 0.00010567363
1,790 StreamRec: A Real-Time Recommender System 2011 SIGMOD 0.00010551363
1,904 Characterizing Memory Requirements for Queries over Continuous Data Streams 2002 PODS 0.00010154528
1,941 Cold Filter: A Meta-Framework for Faster and More Accurate Stream Processing 2018 SIGMOD 0.00010017745
1,990 Fault-Tolerance in the Borealis Distributed Stream Processing System 2005 SIGMOD 9.8472819e-05
2,090 Maintaining Time-Decaying Stream Aggregates 2003 PODS 9.5647927e-05
2,101 Semantics and Evaluation Techniques for Window Aggregates in Data Streams 2005 SIGMOD 9.5429492e-05
2,178 Tributaries and Deltas: Efficient and Robust Aggregation in Sensor Network Streams 2005 SIGMOD 9.3559565e-05
2,282 Summarizing and Mining Inverse Distributions on Data Streams via Dynamic Inverse Sampling 2005 VLDB 9.1073603e-05
2,328 A Case for Staged Database Systems 2003 CIDR 9.0225171e-05
2,355 G-OLA: Generalized On-Line Aggregation for Interactive Analysis on Big Data 2015 SIGMOD 8.9677847e-05
2,404 Maintaining Variance and k–Medians over Data Stream Windows 2003 PODS 8.8837279e-05
2,605 Muppet: MapReduce-Style Processing of Fast Data 2012 VLDB 8.4646171e-05
2,789 Optimal Sampling from Sliding Windows 2009 PODS 8.1249652e-05
2,814 Tuple Routing Strategies for Distributed Eddies 2003 VLDB 8.0749691e-05
2,826 Regular Path Query Evaluation on Streaming Graphs 2020 SIGMOD 8.056119e-05
2,884 BPTree: an ℓ2 Heavy Hitters Algorithm Using Constant Memory 2017 PODS 7.9620506e-05
2,920 A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams 2006 SIGMOD 7.9001024e-05
2,955 Space- and Time-Efficient Deterministic Algorithms for Biased Quantiles over Data Streams 2006 PODS 7.8239173e-05
3,018 Approximate NN Queries on Streams with Guaranteed Error/performance Bounds 2004 VLDB 7.7002798e-05
3,041 Sketching Probabilistic Data Streams 2007 SIGMOD 7.6697078e-05
3,163 Top-k Publish-Subscribe for Social Annotation of News 2013 VLDB 7.4553071e-05
3,237 A Heartbeat Mechanism and its Application in Gigascope 2005 VLDB 7.3351551e-05
3,385 Estimating Statistical Aggregates on Probabilistic Data Streams 2007 PODS 7.1580391e-05
3,486 Holistic UDAFs at Streaming Speeds 2004 SIGMOD 7.0502199e-05
3,543 Approximation Techniques for Spatial Data 2004 SIGMOD 6.9917053e-05
3,614 Persistent Data Sketching 2015 SIGMOD 6.9147318e-05
3,656 Processing Sliding Window Multi-Joins in Continuous Queries over Data Streams 2003 VLDB 6.8714509e-05
3,660 Space Complexity of Hierarchical Heavy Hitters in Multi-Dimensional Data Streams 2005 PODS 6.8691367e-05
3,665 Ad-hoc Top-k Query Answering for Data Streams 2007 VLDB 6.8633354e-05
3,685 Detecting Change in Data Streams 2004 VLDB 6.8448674e-05
3,761 Dynamic Plan Migration for Continuous Queries Over Data Streams 2004 SIGMOD 6.7804871e-05
3,765 CADS: Continuous Authentication on Data Streams 2007 VLDB 6.7797461e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 42 of 42 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 0.0010801504
18 On Random Sampling over Joins 1999 SIGMOD 0.00092385438
41 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00073964959
59 Sampling-Based Estimation of the Number of Distinct Values of an Attribute 1995 VLDB 0.00064501896
65 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00062029383
115 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00046221215
126 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00044744986
166 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00039361552
211 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00033981214
222 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD 0.00032828302
226 Efficient Filtering of XML Documents for Selective Dissemination of Information 2000 VLDB 0.00032431532
237 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00031726304
244 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00031066222
273 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00029390945
275 Approximate Medians and other Quantiles in One Pass and with Limited Memory 1998 SIGMOD 0.00029364901
293 A Taxonomy of Time in Databases 1985 SIGMOD 0.00028676087
326 Optimal Histograms with Quality Guarantees 1998 VLDB 0.00027358981
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
373 Continuous Queries over Append-Only Databases 1992 SIGMOD 0.00025341527
378 Towards Estimation Error Guarantees for Distinct Values 2000 PODS 0.0002497492
394 An Adaptive Query Execution System for Data Integration* 1999 SIGMOD 0.00024460855
405 Approximate Query Processing Using Wavelets 2000 VLDB 0.00024057494
443 Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets 1999 SIGMOD 0.00022996573
462 Alert: An Architecture for Transforming a Passive DBMS into an Active DBMS 1991 VLDB 0.00022481092
530 Random Sampling for Histogram Construction: How much is enough? 1998 SIGMOD 0.00020803682
549 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00020376603
597 Computing Iceberg Queries Efficiently 1998 VLDB 0.00019475592
619 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00019066583
625 Sequence Query Processing 1994 SIGMOD 0.00018980669
666 The Design and Implementation of a Sequence Database System 1996 VLDB 0.00018449748
739 Congressional Samples for Approximate Answering of Group-By Queries 2000 SIGMOD 0.00017401518
1,064 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00014356481
1,127 Dynamic Maintenance of Wavelet-Based Histograms 2000 VLDB 0.00013819179
1,219 Rate-Based Query Optimization for Streaming Information Sources 2002 SIGMOD 0.00013223888
1,393 View Maintenance Issues for the Chronicle Data Model (Extended Abstract) 1995 PODS 0.00012223764
1,531 Online Dynamic Reordering for Interactive Data Processing 1999 VLDB 0.00011482597
1,620 Monitoring XML Data on the Web 2001 SIGMOD 0.00011111426
1,904 Characterizing Memory Requirements for Queries over Continuous Data Streams 2002 PODS 0.00010154528
2,808 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.0870741e-05
3,179 Expiring Data in a Warehouse 1998 VLDB 7.4321645e-05
3,847 Tribeca: A Stream Database Manager For Network Traffic Analysis 1996 VLDB 6.7065268e-05
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