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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
0.00072660894
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
143 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00041688468
194 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00035402379
314 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.00028059664
324 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00027465124
412 Querying the Internet with PIER 2003 VLDB 0.00023852999
663 A Framework for Clustering Evolving Data Streams 2003 VLDB 0.00018466049
743 Distributed Top-K Monitoring 2003 SIGMOD 0.00017318557
778 Spectral Bloom Filters 2003 SIGMOD 0.00016729191
846 Approximate Counts and Quantiles over Sliding Windows 2004 PODS 0.00015949293
988 XPath Queries on Streaming Data 2003 SIGMOD 0.00014805516
1,097 Trill: A High-Performance Incremental Query Processor for Diverse Analytics 2015 VLDB 0.00014083973
1,136 Chain: Operator Scheduling for Memory Minimization in Data Stream Systems 2003 SIGMOD 0.00013745517
1,320 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00012606067
1,466 Space Efficient Mining of Multigraph Streams 2005 PODS 0.00011838607
1,557 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011381807
1,595 Adaptive Cleaning for RFID Data Streams 2006 VLDB 0.0001121094
1,712 Approximate Join Processing Over Data Streams 2003 SIGMOD 0.00010786152
1,773 Continuous Monitoring of Top-k Queries over Sliding Windows 2006 SIGMOD 0.00010600438
1,788 StreamRec: A Real-Time Recommender System 2011 SIGMOD 0.00010541173
1,904 Characterizing Memory Requirements for Queries over Continuous Data Streams 2002 PODS 0.00010144623
1,944 Cold Filter: A Meta-Framework for Faster and More Accurate Stream Processing 2018 SIGMOD 0.00010008078
1,995 Fault-Tolerance in the Borealis Distributed Stream Processing System 2005 SIGMOD 9.83817e-05
2,094 Maintaining Time-Decaying Stream Aggregates 2003 PODS 9.5556069e-05
2,124 Semantics and Evaluation Techniques for Window Aggregates in Data Streams 2005 SIGMOD 9.4824543e-05
2,180 Tributaries and Deltas: Efficient and Robust Aggregation in Sensor Network Streams 2005 SIGMOD 9.3629304e-05
2,269 Summarizing and Mining Inverse Distributions on Data Streams via Dynamic Inverse Sampling 2005 VLDB 9.1507118e-05
2,329 A Case for Staged Database Systems 2003 CIDR 9.0237899e-05
2,354 G-OLA: Generalized On-Line Aggregation for Interactive Analysis on Big Data 2015 SIGMOD 8.9748896e-05
2,403 Maintaining Variance and k–Medians over Data Stream Windows 2003 PODS 8.8738166e-05
2,612 Muppet: MapReduce-Style Processing of Fast Data 2012 VLDB 8.4566845e-05
2,807 Optimal Sampling from Sliding Windows 2009 PODS 8.096649e-05
2,818 Tuple Routing Strategies for Distributed Eddies 2003 VLDB 8.0673424e-05
2,832 Regular Path Query Evaluation on Streaming Graphs 2020 SIGMOD 8.048358e-05
2,921 A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams 2006 SIGMOD 7.897272e-05
2,952 Space- and Time-Efficient Deterministic Algorithms for Biased Quantiles over Data Streams 2006 PODS 7.8230109e-05
3,018 Approximate NN Queries on Streams with Guaranteed Error/performance Bounds 2004 VLDB 7.6995792e-05
3,047 Sketching Probabilistic Data Streams 2007 SIGMOD 7.6537004e-05
3,173 Top-k Publish-Subscribe for Social Annotation of News 2013 VLDB 7.4460605e-05
3,240 A Heartbeat Mechanism and its Application in Gigascope 2005 VLDB 7.3277881e-05
3,391 Estimating Statistical Aggregates on Probabilistic Data Streams 2007 PODS 7.1427968e-05
3,491 Holistic UDAFs at Streaming Speeds 2004 SIGMOD 7.0436671e-05
3,540 Approximation Techniques for Spatial Data 2004 SIGMOD 6.9922652e-05
3,618 Persistent Data Sketching 2015 SIGMOD 6.9080647e-05
3,664 Processing Sliding Window Multi-Joins in Continuous Queries over Data Streams 2003 VLDB 6.8645092e-05
3,665 Ad-hoc Top-k Query Answering for Data Streams 2007 VLDB 6.8631567e-05
3,691 Detecting Change in Data Streams 2004 VLDB 6.8345284e-05
3,701 Space Complexity of Hierarchical Heavy Hitters in Multi-Dimensional Data Streams 2005 PODS 6.825442e-05
3,770 Dynamic Plan Migration for Continuous Queries Over Data Streams 2004 SIGMOD 6.7743365e-05
3,773 CADS: Continuous Authentication on Data Streams 2007 VLDB 6.7731373e-05
3,818 High-Performance Dynamic Pattern Matching over Disordered Streams 2010 VLDB 6.7279318e-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 0.0010813443
18 On Random Sampling over Joins 1999 SIGMOD 0.00092569117
41 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00073944756
60 Sampling-Based Estimation of the Number of Distinct Values of an Attribute 1995 VLDB 0.00064450997
65 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00061977022
116 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00046191288
126 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00044753012
168 Approximate Frequency Counts over Data Streams 2002 VLDB 0.0003915627
212 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00033997204
223 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD 0.00032829841
227 Efficient Filtering of XML Documents for Selective Dissemination of Information 2000 VLDB 0.0003240219
237 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00031727601
244 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00031037999
274 Approximate Medians and other Quantiles in One Pass and with Limited Memory 1998 SIGMOD 0.00029383266
275 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00029381206
294 A Taxonomy of Time in Databases 1985 SIGMOD 0.00028649864
326 Optimal Histograms with Quality Guarantees 1998 VLDB 0.0002737538
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026698826
360 Histogram-Based Approximation of Set-Valued Query Answers 1999 VLDB 0.00025768448
374 Continuous Queries over Append-Only Databases 1992 SIGMOD 0.00025325855
380 Towards Estimation Error Guarantees for Distinct Values 2000 PODS 0.00024943236
396 An Adaptive Query Execution System for Data Integration* 1999 SIGMOD 0.00024439334
416 Approximate Query Processing Using Wavelets 2000 VLDB 0.00023773968
446 Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets 1999 SIGMOD 0.00023002059
465 Alert: An Architecture for Transforming a Passive DBMS into an Active DBMS 1991 VLDB 0.00022461154
531 Random Sampling for Histogram Construction: How much is enough? 1998 SIGMOD 0.0002079072
550 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00020346247
598 Computing Iceberg Queries Efficiently 1998 VLDB 0.00019431661
617 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00019048986
626 Sequence Query Processing 1994 SIGMOD 0.00018961452
666 The Design and Implementation of a Sequence Database System 1996 VLDB 0.00018431431
736 Congressional Samples for Approximate Answering of Group-By Queries 2000 SIGMOD 0.00017414831
1,065 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00014344675
1,126 Dynamic Maintenance of Wavelet-Based Histograms 2000 VLDB 0.0001381102
1,220 Rate-Based Query Optimization for Streaming Information Sources 2002 SIGMOD 0.00013214188
1,395 View Maintenance Issues for the Chronicle Data Model (Extended Abstract) 1995 PODS 0.00012216523
1,531 Online Dynamic Reordering for Interactive Data Processing 1999 VLDB 0.00011467334
1,623 Monitoring XML Data on the Web 2001 SIGMOD 0.00011100632
1,904 Characterizing Memory Requirements for Queries over Continuous Data Streams 2002 PODS 0.00010144623
2,813 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.0816314e-05
3,184 Expiring Data in a Warehouse 1998 VLDB 7.4249265e-05
3,848 Tribeca: A Stream Database Manager For Network Traffic Analysis 1996 VLDB 6.7001203e-05
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