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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
1246
Venue
PODS
Year
2002
Pagerank
0.00052982574
Overall Rank
26 | 99.83%
DOI
10.1145/543613.543615

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{babcock_pods02,
        address = {New York, NY, USA},
        series = {{PODS} '02},
        title = {{Models and Issues in Data Stream Systems}},
        url = {https://dl.acm.org/doi/10.1145/543613.543615},
        doi = {10.1145/543613.543615},
        booktitle = {Proceedings of the {ACM} {SIGMOD} Symposium on {Principles} of {Database} {Systems}},
        publisher = {Association for Computing Machinery},
        author = {Babcock, Brian and Babu, Shivnath and Datar, Mayur and Motwani, Rajeev and Widom, Jennifer},
        year = {2002}
}

Incoming Citations (Sorted by Pagerank)

Showing 22 of 122 citing papers.

Rank Citing Paper Year Venue Pagerank
9,537 Finding Heavy-Hitters with Optimal State Changes 2026 PODS 5.2528121e-05
9,650 Aggregate Estimation Over Dynamic Hidden Web Databases 2014 VLDB 5.2427667e-05
9,968 Railgun: managing large streaming windows under MAD requirements 2021 VLDB 5.1869874e-05
10,017 Continuous Query Processing in Data Streams Using Duality of Data and Queries 2006 SIGMOD 5.1758281e-05
10,473 MTSP-LDP: A Framework for Multi-Task Streaming Data Publication under Local Differential Privacy 2026 SIGMOD 5.093636e-05
10,827 A Systematic Study on Early Stopping Metrics in HPO and the Implications of Uncertainty 2025 VLDB 5.093636e-05
11,052 Play2Win: A Windowing Playground for Continuous Queries 2025 VLDB 5.093636e-05
11,123 Streaming Algorithms with Few State Changes 2024 PODS 5.093636e-05
11,519 Truly Perfect Samplers for Data Streams and Sliding Windows 2022 PODS 5.093636e-05
11,700 In the Land of Data Streams where Synopses are Missing, One Framework to Bring Them All 2021 VLDB 5.093636e-05
12,007 Quaestor: Query Web Caching for Database-as-a-Service Providers 2017 VLDB 5.093636e-05
12,281 Fast Cartography for Data Explorers 2013 VLDB 5.093636e-05
12,363 FIFO Indexes for Decomposable Problems 2011 PODS 5.093636e-05
12,449 iFlow: An Approach for Fast and Reliable Internet-Scale Stream Processing Utilizing Detouring and Replication 2010 VLDB 5.093636e-05
12,609 GS-TMS: A Global Stream-based Threat Monitor System 2008 VLDB 5.093636e-05
12,629 Variance Estimation over Sliding Windows 2007 PODS 5.093636e-05
12,682 Randomized Computations on Large Data Sets: Tight Lower Bounds 2006 PODS 5.093636e-05
12,723 Lower Bounds for Sorting with Few Random Accesses to External Memory 2005 PODS 5.093636e-05
12,736 A Native Extension of SQL for Mining Data Streams 2005 SIGMOD 5.093636e-05
12,787 StreamMiner: A Classifier Ensemble-based Engine to Mine Concept-drifting Data Streams 2004 VLDB 5.093636e-05
12,795 Resilient Rights Protection for Sensor Streams 2004 VLDB 5.093636e-05
12,806 Capacity Bound-free Web Warehouse 2003 CIDR 5.093636e-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
9 Online Aggregation 1997 SIGMOD 0.00077458002
25 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00054667018
41 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00046675394
53 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00041071971
54 On Random Sampling over Joins 1999 SIGMOD 0.00040810225
75 Sampling-Based Estimation of the Number of Distinct Values of an Attribute 1995 VLDB 0.00037277061
82 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00036378991
122 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00031260115
136 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00030123303
156 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00028636811
168 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD 0.00027541029
193 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00025964286
213 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00024723025
236 Efficient Filtering of XML Documents for Selective Dissemination of Information 2000 VLDB 0.00023721569
261 Approximate Medians and other Quantiles in One Pass and with Limited Memory 1998 SIGMOD 0.00023097188
267 Optimal Histograms with Quality Guarantees 1998 VLDB 0.00022798161
288 Towards Estimation Error Guarantees for Distinct Values 2000 PODS 0.00022296371
307 Approximate Query Processing Using Wavelets 2000 VLDB 0.00021792475
311 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021760621
328 An Adaptive Query Execution System for Data Integration* 1999 SIGMOD 0.00021081317
335 A Taxonomy of Time in Databases 1985 SIGMOD 0.00020869676
368 Continuous Queries over Append-Only Databases 1992 SIGMOD 0.00019968151
418 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00018812821
435 Histogram-Based Approximation of Set-Valued Query Answers 1999 VLDB 0.000185063
443 Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets 1999 SIGMOD 0.00018373044
508 Random Sampling for Histogram Construction: How much is enough? 1998 SIGMOD 0.00017275873
551 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00016635191
553 Congressional Samples for Approximate Answering of Group-By Queries 2000 SIGMOD 0.00016590619
576 Alert: An Architecture for Transforming a Passive DBMS into an Active DBMS 1991 VLDB 0.00016238156
577 Computing Iceberg Queries Efficiently 1998 VLDB 0.00016235949
639 The Design and Implementation of a Sequence Database System 1996 VLDB 0.00015434427
687 Sequence Query Processing 1994 SIGMOD 0.00014948592
817 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00013823702
977 Dynamic Maintenance of Wavelet-Based Histograms 2000 VLDB 0.00012864017
1,016 Rate-Based Query Optimization for Streaming Information Sources 2002 SIGMOD 0.00012645699
1,656 Characterizing Memory Requirements for Queries over Continuous Data Streams 2002 PODS 0.00010097487
1,680 Online Dynamic Reordering for Interactive Data Processing 1999 VLDB 0.00010024295
1,853 Monitoring XML Data on the Web 2001 SIGMOD 9.6123436e-05
2,080 View Maintenance Issues for the Chronicle Data Model (Extended Abstract) 1995 PODS 9.2052704e-05
2,608 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.347674e-05
3,377 Expiring Data in a Warehouse 1998 VLDB 7.4598611e-05
3,879 Tribeca: A Stream Database Manager For Network Traffic Analysis 1996 VLDB 7.0504052e-05
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