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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
h84a317c60dc50804
Venue
PODS
Year
2002
Pagerank
0.00052121228
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 23 of 123 citing papers.

Rank Citing Paper Year Venue Pagerank
9,719 Finding Heavy-Hitters with Optimal State Changes 2026 PODS 5.1349531e-05
9,825 Aggregate Estimation Over Dynamic Hidden Web Databases 2014 VLDB 5.1251333e-05
10,158 Railgun: managing large streaming windows under MAD requirements 2021 VLDB 5.0706053e-05
10,206 Continuous Query Processing in Data Streams Using Duality of Data and Queries 2006 SIGMOD 5.059736e-05
10,660 MTSP-LDP: A Framework for Multi-Task Streaming Data Publication under Local Differential Privacy 2026 SIGMOD 4.9793485e-05
10,868 CONDA: A Connectivity-Aware Dynamic Index for Approximate Nearest Neighbor Search over Evolving Data 2026 VLDB 4.9793485e-05
11,235 A Systematic Study on Early Stopping Metrics in HPO and the Implications of Uncertainty 2025 VLDB 4.9793485e-05
11,415 Play2Win: A Windowing Playground for Continuous Queries 2025 VLDB 4.9793485e-05
11,471 Streaming Algorithms with Few State Changes 2024 PODS 4.9793485e-05
11,828 Truly Perfect Samplers for Data Streams and Sliding Windows 2022 PODS 4.9793485e-05
12,005 In the Land of Data Streams where Synopses are Missing, One Framework to Bring Them All 2021 VLDB 4.9793485e-05
12,303 Quaestor: Query Web Caching for Database-as-a-Service Providers 2017 VLDB 4.9793485e-05
12,572 Fast Cartography for Data Explorers 2013 VLDB 4.9793485e-05
12,654 FIFO Indexes for Decomposable Problems 2011 PODS 4.9793485e-05
12,740 iFlow: An Approach for Fast and Reliable Internet-Scale Stream Processing Utilizing Detouring and Replication 2010 VLDB 4.9793485e-05
12,899 GS-TMS: A Global Stream-based Threat Monitor System 2008 VLDB 4.9793485e-05
12,919 Variance Estimation over Sliding Windows 2007 PODS 4.9793485e-05
12,972 Randomized Computations on Large Data Sets: Tight Lower Bounds 2006 PODS 4.9793485e-05
13,013 Lower Bounds for Sorting with Few Random Accesses to External Memory 2005 PODS 4.9793485e-05
13,026 A Native Extension of SQL for Mining Data Streams 2005 SIGMOD 4.9793485e-05
13,077 StreamMiner: A Classifier Ensemble-based Engine to Mine Concept-drifting Data Streams 2004 VLDB 4.9793485e-05
13,085 Resilient Rights Protection for Sensor Streams 2004 VLDB 4.9793485e-05
13,096 Capacity Bound-free Web Warehouse 2003 CIDR 4.9793485e-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 0.00076195956
25 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00053930011
42 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00045773967
53 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00040860054
57 On Random Sampling over Joins 1999 SIGMOD 0.00040108301
77 Sampling-Based Estimation of the Number of Distinct Values of an Attribute 1995 VLDB 0.00036828234
83 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00035978046
124 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00030600691
138 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00029627449
151 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00028672526
169 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD 0.00027134723
200 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.000254553
222 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00024218831
247 Efficient Filtering of XML Documents for Selective Dissemination of Information 2000 VLDB 0.00023199427
252 Approximate Medians and other Quantiles in One Pass and with Limited Memory 1998 SIGMOD 0.00023050233
275 Optimal Histograms with Quality Guarantees 1998 VLDB 0.00022413521
295 Towards Estimation Error Guarantees for Distinct Values 2000 PODS 0.00021914399
309 Approximate Query Processing Using Wavelets 2000 VLDB 0.00021384073
312 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021311793
334 An Adaptive Query Execution System for Data Integration* 1999 SIGMOD 0.00020691326
339 A Taxonomy of Time in Databases 1985 SIGMOD 0.00020570509
369 Continuous Queries over Append-Only Databases 1992 SIGMOD 0.00019854467
428 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.0001845349
448 Histogram-Based Approximation of Set-Valued Query Answers 1999 VLDB 0.00018129161
450 Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets 1999 SIGMOD 0.00018032912
519 Random Sampling for Histogram Construction: How much is enough? 1998 SIGMOD 0.00016942879
564 Congressional Samples for Approximate Answering of Group-By Queries 2000 SIGMOD 0.00016296665
566 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00016295476
581 Alert: An Architecture for Transforming a Passive DBMS into an Active DBMS 1991 VLDB 0.00015984359
588 Computing Iceberg Queries Efficiently 1998 VLDB 0.00015906635
653 The Design and Implementation of a Sequence Database System 1996 VLDB 0.00015106313
706 Sequence Query Processing 1994 SIGMOD 0.00014643264
842 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00013540697
1,004 Dynamic Maintenance of Wavelet-Based Histograms 2000 VLDB 0.00012594522
1,030 Rate-Based Query Optimization for Streaming Information Sources 2002 SIGMOD 0.00012407749
1,666 Characterizing Memory Requirements for Queries over Continuous Data Streams 2002 PODS 9.9382031e-05
1,703 Online Dynamic Reordering for Interactive Data Processing 1999 VLDB 9.8315219e-05
1,902 Monitoring XML Data on the Web 2001 SIGMOD 9.4042335e-05
2,115 View Maintenance Issues for the Chronicle Data Model (Extended Abstract) 1995 PODS 9.0155433e-05
2,655 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.1706092e-05
3,438 Expiring Data in a Warehouse 1998 VLDB 7.2996039e-05
3,958 Tribeca: A Stream Database Manager For Network Traffic Analysis 1996 VLDB 6.898757e-05
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