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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
0.00051942573
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 50 of 123 citing papers.

Rank Citing Paper Year Venue Pagerank
3,735 Memory-Limited Execution of Windowed Stream Joins 2004 VLDB 7.0431286e-05
3,765 Approximation Techniques for Spatial Data 2004 SIGMOD 7.0178846e-05
3,932 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 6.900511e-05
3,946 Operator Placement for In-Network Stream Query Processing 2005 PODS 6.8915706e-05
4,215 Top-k Publish-Subscribe for Social Annotation of News 2013 VLDB 6.7179506e-05
4,470 Keyword Search on Relational Data Streams 2007 SIGMOD 6.5723715e-05
4,498 Proof-Infused Streams: Enabling Authentication of Sliding Window Queries On Streams 2007 VLDB 6.5590284e-05
4,506 Optimization of Continuous Queries with Shared Expensive Filters 2007 PODS 6.5558725e-05
4,564 CADS: Continuous Authentication on Data Streams 2007 VLDB 6.5189995e-05
4,694 Efficient Evaluation of XQuery over Streaming Data 2005 VLDB 6.4490159e-05
4,708 Static Optimization of Conjunctive Queries with Sliding Windows Over Infinite Streams 2004 SIGMOD 6.4419838e-05
4,737 Multiple Aggregations Over Data Streams 2005 SIGMOD 6.4301074e-05
4,767 SKYPE: Top-k Spatial-keyword Publish/Subscribe Over Sliding Window 2016 VLDB 6.4142464e-05
4,800 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 6.3942642e-05
5,063 Query Languages and Data Models for Database Sequences and Data Streams 2004 VLDB 6.2791389e-05
5,128 Run-Time Operator State Spilling for Memory Intensive Long-Running Queries 2006 SIGMOD 6.248773e-05
5,140 Shape Sensitive Geometric Monitoring 2008 PODS 6.2436669e-05
5,341 Sampling Algorithms in a Stream Operator 2005 SIGMOD 6.1596655e-05
5,379 Load Management and High Availability in the Medusa Distributed Stream Processing System 2004 SIGMOD 6.1388333e-05
5,391 Buffering in Query Evaluation over XML Streams 2005 PODS 6.1364667e-05
5,525 Time Adaptive Sketches (Ada-Sketches) for Summarizing Data Streams 2016 SIGMOD 6.0809613e-05
5,756 Scalable Progressive Analytics on Big Data in the Cloud 2013 VLDB 5.987569e-05
5,761 Data Streams with Bounded Deletions 2018 PODS 5.9847577e-05
5,932 Time-Decaying Aggregates in Out-of-order Streams 2008 PODS 5.9261324e-05
6,045 RPJ: Producing Fast Join Results on Streams through Rate-based Optimization 2005 SIGMOD 5.8882414e-05
6,399 BPTree: an ℓ2 Heavy Hitters Algorithm Using Constant Memory 2017 PODS 5.7818043e-05
6,544 Moirae: History-Enhanced Monitoring 2007 CIDR 5.7329952e-05
6,553 A Holistic View of Stream Partitioning Costs 2017 VLDB 5.7306258e-05
6,671 State-Slice: New Paradigm of Multi-query Optimization of Window-based Stream Queries 2006 VLDB 5.6977582e-05
6,855 Matrix Sketching Over Sliding Windows 2016 SIGMOD 5.6470368e-05
6,856 Continuous Matrix Approximation on Distributed Data 2014 VLDB 5.6470368e-05
6,943 ATLAS: a Small but Complete SQL Extension for Data Mining and Data Streams 2003 VLDB 5.6225465e-05
6,945 In-Network Execution of Monitoring Queries in Sensor Networks 2007 SIGMOD 5.6219388e-05
7,308 Query-Aware Partitioning for Monitoring Massive Network Data Streams 2008 SIGMOD 5.5447173e-05
7,350 Stat! - An Interactive Analytics Environment for Big Data 2013 SIGMOD 5.5300606e-05
7,602 Bringing Compiling Databases to RISC Architectures 2023 VLDB 5.4709973e-05
7,814 Spatially-Decaying Aggregation Over a Network: Model and Algorithms 2004 SIGMOD 5.4310607e-05
7,857 Quill: Efficient, Transferable, and Rich Analytics at Scale 2016 VLDB 5.4230146e-05
8,035 AJoin: Ad-hoc Stream Joins at Scale 2020 VLDB 5.3866645e-05
8,289 Safety Guarantee of Continuous Join Queries over Punctuated Data Streams 2006 VLDB 5.3446379e-05
8,318 Realtime Analysis of Information Diffusion in Social Media 2013 VLDB 5.3405011e-05
8,603 Adaptive Sampling for Geometric Problems over Data Streams 2004 PODS 5.2904511e-05
8,682 Machine Models and Lower Bounds for Query Processing 2007 PODS 5.2738178e-05
9,132 STAR: Self-Tuning Aggregation for Scalable Monitoring 2007 VLDB 5.208561e-05
9,160 Modeling Skew in Data Streams 2006 SIGMOD 5.2037189e-05
9,360 Positive Active XML 2004 PODS 5.1741895e-05
9,424 Data Stream Management for Historical XML Data 2004 SIGMOD 5.1672232e-05
9,479 A Dynamically Adaptive Distributed System for Processing Complex Continuous Queries 2005 VLDB 5.1571152e-05
9,484 MAIDS: Mining Alarming Incidents from Data Streams 2004 SIGMOD 5.1562553e-05
9,485 A Framework for Projected Clustering of High Dimensional Data Streams 2004 VLDB 5.1562553e-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 0.00076079812
25 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00053734242
42 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00045609336
53 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00040739114
57 On Random Sampling over Joins 1999 SIGMOD 0.0003999751
78 Sampling-Based Estimation of the Number of Distinct Values of an Attribute 1995 VLDB 0.00036725074
82 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00036097627
124 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00030503973
138 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00029532435
151 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00028611216
171 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD 0.00027063233
201 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00025363666
222 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00024136952
248 Efficient Filtering of XML Documents for Selective Dissemination of Information 2000 VLDB 0.00023113032
252 Approximate Medians and other Quantiles in One Pass and with Limited Memory 1998 SIGMOD 0.00023058622
277 Optimal Histograms with Quality Guarantees 1998 VLDB 0.0002235043
296 Towards Estimation Error Guarantees for Distinct Values 2000 PODS 0.00021874894
311 Approximate Query Processing Using Wavelets 2000 VLDB 0.00021315058
316 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021238056
336 An Adaptive Query Execution System for Data Integration* 1999 SIGMOD 0.00020619345
341 A Taxonomy of Time in Databases 1985 SIGMOD 0.00020516619
370 Continuous Queries over Append-Only Databases 1992 SIGMOD 0.00019781831
432 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00018400309
442 Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets 1999 SIGMOD 0.00018182341
450 Histogram-Based Approximation of Set-Valued Query Answers 1999 VLDB 0.0001806593
518 Random Sampling for Histogram Construction: How much is enough? 1998 SIGMOD 0.00016918797
564 Congressional Samples for Approximate Answering of Group-By Queries 2000 SIGMOD 0.00016251304
566 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00016236872
584 Alert: An Architecture for Transforming a Passive DBMS into an Active DBMS 1991 VLDB 0.00015927926
591 Computing Iceberg Queries Efficiently 1998 VLDB 0.00015853273
657 The Design and Implementation of a Sequence Database System 1996 VLDB 0.00015050854
712 Sequence Query Processing 1994 SIGMOD 0.00014588907
844 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00013498392
1,006 Dynamic Maintenance of Wavelet-Based Histograms 2000 VLDB 0.00012551491
1,035 Rate-Based Query Optimization for Streaming Information Sources 2002 SIGMOD 0.00012361763
1,674 Characterizing Memory Requirements for Queries over Continuous Data Streams 2002 PODS 9.9008287e-05
1,713 Online Dynamic Reordering for Interactive Data Processing 1999 VLDB 9.7948649e-05
1,913 Monitoring XML Data on the Web 2001 SIGMOD 9.3689751e-05
2,133 View Maintenance Issues for the Chronicle Data Model (Extended Abstract) 1995 PODS 8.9830012e-05
2,661 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.1414177e-05
3,451 Expiring Data in a Warehouse 1998 VLDB 7.2722725e-05
3,975 Tribeca: A Stream Database Manager For Network Traffic Analysis 1996 VLDB 6.8730259e-05
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