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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
3,815 High-Performance Dynamic Pattern Matching over Disordered Streams 2010 VLDB 6.7333316e-05
3,838 Approximately Detecting Duplicates for Streaming Data using Stable Bloom Filters 2006 SIGMOD 6.7134945e-05
3,895 P*TIME: Highly Scalable OLTP DBMS for Managing Update-Intensive Stream Workload 2004 VLDB 6.6581873e-05
4,133 Memory-Limited Execution of Windowed Stream Joins 2004 VLDB 6.4196026e-05
4,167 Scalable Distributed Stream Join Processing 2015 SIGMOD 6.3919506e-05
4,192 Operator Placement for In-Network Stream Query Processing 2005 PODS 6.3727539e-05
4,249 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 6.3245666e-05
4,384 Optimization of Continuous Queries with Shared Expensive Filters 2007 PODS 6.2371282e-05
4,447 Proof-Infused Streams: Enabling Authentication of Sliding Window Queries On Streams 2007 VLDB 6.1791516e-05
4,545 SKYPE: Top-k Spatial-keyword Publish/Subscribe Over Sliding Window 2016 VLDB 6.0995026e-05
4,592 Keyword Search on Relational Data Streams 2007 SIGMOD 6.0613645e-05
4,930 Static Optimization of Conjunctive Queries with Sliding Windows Over Infinite Streams 2004 SIGMOD 5.8213082e-05
4,931 Efficient Evaluation of XQuery over Streaming Data 2005 VLDB 5.8207617e-05
5,001 Multiple Aggregations Over Data Streams 2005 SIGMOD 5.7678084e-05
5,049 Run-Time Operator State Spilling for Memory Intensive Long-Running Queries 2006 SIGMOD 5.7372423e-05
5,051 Shape Sensitive Geometric Monitoring 2008 PODS 5.7340225e-05
5,076 Load Management and High Availability in the Medusa Distributed Stream Processing System 2004 SIGMOD 5.7166494e-05
5,117 Sampling Algorithms in a Stream Operator 2005 SIGMOD 5.6825418e-05
5,211 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 5.6284829e-05
5,248 Buffering in Query Evaluation over XML Streams 2005 PODS 5.6056584e-05
5,284 Query Languages and Data Models for Database Sequences and Data Streams 2004 VLDB 5.584855e-05
5,496 Time Adaptive Sketches (Ada-Sketches) for Summarizing Data Streams 2016 SIGMOD 5.4757316e-05
5,594 Time-Decaying Aggregates in Out-of-order Streams 2008 PODS 5.4192122e-05
6,136 Scalable Progressive Analytics on Big Data in the Cloud 2013 VLDB 5.1928748e-05
6,338 RPJ: Producing Fast Join Results on Streams through Rate-based Optimization 2005 SIGMOD 5.105321e-05
6,602 Continuous Matrix Approximation on Distributed Data 2014 VLDB 4.9971153e-05
6,629 A Holistic View of Stream Partitioning Costs 2017 VLDB 4.9880986e-05
6,640 In-Network Execution of Monitoring Queries in Sensor Networks 2007 SIGMOD 4.9798084e-05
6,654 Moirae: History-Enhanced Monitoring 2007 CIDR 4.9733876e-05
6,753 State-Slice: New Paradigm of Multi-query Optimization of Window-based Stream Queries 2006 VLDB 4.9387235e-05
6,774 Matrix Sketching Over Sliding Windows 2016 SIGMOD 4.9299348e-05
6,870 Stat! - An Interactive Analytics Environment for Big Data 2013 SIGMOD 4.9004414e-05
6,878 ATLAS: a Small but Complete SQL Extension for Data Mining and Data Streams 2003 VLDB 4.8973157e-05
7,027 Query-Aware Partitioning for Monitoring Massive Network Data Streams 2008 SIGMOD 4.8569938e-05
7,180 Spatially-Decaying Aggregation Over a Network: Model and Algorithms 2004 SIGMOD 4.807579e-05
7,599 Quill: Efficient, Transferable, and Rich Analytics at Scale 2016 VLDB 4.7003593e-05
7,691 Bringing Compiling Databases to RISC Architectures 2023 VLDB 4.6762283e-05
7,801 Realtime Analysis of Information Diffusion in Social Media 2013 VLDB 4.6469803e-05
7,859 Safety Guarantee of Continuous Join Queries over Punctuated Data Streams 2006 VLDB 4.6341054e-05
8,075 AJoin: Ad-hoc Stream Joins at Scale 2020 VLDB 4.5917655e-05
8,241 Machine Models and Lower Bounds for Query Processing 2007 PODS 4.5519176e-05
8,377 Adaptive Sampling for Geometric Problems over Data Streams 2004 PODS 4.5321044e-05
8,770 STAR: Self-Tuning Aggregation for Scalable Monitoring 2007 VLDB 4.456315e-05
8,819 Modeling Skew in Data Streams 2006 SIGMOD 4.4421123e-05
8,874 Positive Active XML 2004 PODS 4.4312268e-05
9,063 Data Stream Management for Historical XML Data 2004 SIGMOD 4.4039656e-05
9,067 MAIDS: Mining Alarming Incidents from Data Streams 2004 SIGMOD 4.4034035e-05
9,068 A Framework for Projected Clustering of High Dimensional Data Streams 2004 VLDB 4.4034035e-05
9,086 A Dynamically Adaptive Distributed System for Processing Complex Continuous Queries 2005 VLDB 4.3994402e-05
9,432 Aggregate Estimation Over Dynamic Hidden Web Databases 2014 VLDB 4.3431757e-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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