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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 50 of 122 citing papers.

Rank Citing Paper Year Venue Pagerank
3,703 Approximation Techniques for Spatial Data 2004 SIGMOD 7.1829776e-05
3,785 Detecting Change in Data Streams 2004 VLDB 7.1265312e-05
3,832 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 7.0856664e-05
3,847 Operator Placement for In-Network Stream Query Processing 2005 PODS 7.0758352e-05
4,105 Top-k Publish-Subscribe for Social Annotation of News 2013 VLDB 6.8982075e-05
4,378 Keyword Search on Relational Data Streams 2007 SIGMOD 6.7356271e-05
4,381 Proof-Infused Streams: Enabling Authentication of Sliding Window Queries On Streams 2007 VLDB 6.7333392e-05
4,441 Optimization of Continuous Queries with Shared Expensive Filters 2007 PODS 6.7021508e-05
4,455 CADS: Continuous Authentication on Data Streams 2007 VLDB 6.6923409e-05
4,576 Efficient Evaluation of XQuery over Streaming Data 2005 VLDB 6.6216442e-05
4,596 Static Optimization of Conjunctive Queries with Sliding Windows Over Infinite Streams 2004 SIGMOD 6.6133976e-05
4,623 Multiple Aggregations Over Data Streams 2005 SIGMOD 6.6012764e-05
4,650 SKYPE: Top-k Spatial-keyword Publish/Subscribe Over Sliding Window 2016 VLDB 6.5863543e-05
4,686 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 6.5620646e-05
4,925 Query Languages and Data Models for Database Sequences and Data Streams 2004 VLDB 6.442888e-05
4,989 Shape Sensitive Geometric Monitoring 2008 PODS 6.4106441e-05
5,035 Run-Time Operator State Spilling for Memory Intensive Long-Running Queries 2006 SIGMOD 6.3920216e-05
5,193 Sampling Algorithms in a Stream Operator 2005 SIGMOD 6.3238562e-05
5,241 Load Management and High Availability in the Medusa Distributed Stream Processing System 2004 SIGMOD 6.3019989e-05
5,247 Buffering in Query Evaluation over XML Streams 2005 PODS 6.3009176e-05
5,372 Time Adaptive Sketches (Ada-Sketches) for Summarizing Data Streams 2016 SIGMOD 6.2426538e-05
5,669 Data Streams with Bounded Deletions 2018 PODS 6.1278944e-05
5,676 Scalable Progressive Analytics on Big Data in the Cloud 2013 VLDB 6.1251441e-05
5,802 Time-Decaying Aggregates in Out-of-order Streams 2008 PODS 6.0843083e-05
5,911 RPJ: Producing Fast Join Results on Streams through Rate-based Optimization 2005 SIGMOD 6.0443263e-05
6,275 BPTree: an ℓ2 Heavy Hitters Algorithm Using Constant Memory 2017 PODS 5.9299343e-05
6,400 Moirae: History-Enhanced Monitoring 2007 CIDR 5.8864351e-05
6,410 A Holistic View of Stream Partitioning Costs 2017 VLDB 5.884019e-05
6,528 State-Slice: New Paradigm of Multi-query Optimization of Window-based Stream Queries 2006 VLDB 5.8502273e-05
6,696 Matrix Sketching Over Sliding Windows 2016 SIGMOD 5.7985588e-05
6,697 Continuous Matrix Approximation on Distributed Data 2014 VLDB 5.7985588e-05
6,789 In-Network Execution of Monitoring Queries in Sensor Networks 2007 SIGMOD 5.7727874e-05
6,817 ATLAS: a Small but Complete SQL Extension for Data Mining and Data Streams 2003 VLDB 5.764503e-05
7,146 Query-Aware Partitioning for Monitoring Massive Network Data Streams 2008 SIGMOD 5.6904549e-05
7,197 Stat! - An Interactive Analytics Environment for Big Data 2013 SIGMOD 5.6763539e-05
7,461 Bringing Compiling Databases to RISC Architectures 2023 VLDB 5.611858e-05
7,641 Spatially-Decaying Aggregation Over a Network: Model and Algorithms 2004 SIGMOD 5.5766204e-05
7,709 Quill: Efficient, Transferable, and Rich Analytics at Scale 2016 VLDB 5.5628268e-05
7,856 AJoin: Ad-hoc Stream Joins at Scale 2020 VLDB 5.5306709e-05
8,117 Realtime Analysis of Information Diffusion in Social Media 2013 VLDB 5.4837975e-05
8,138 Safety Guarantee of Continuous Join Queries over Punctuated Data Streams 2006 VLDB 5.4803781e-05
8,404 Adaptive Sampling for Geometric Problems over Data Streams 2004 PODS 5.4323688e-05
8,488 Machine Models and Lower Bounds for Query Processing 2007 PODS 5.4153038e-05
8,940 STAR: Self-Tuning Aggregation for Scalable Monitoring 2007 VLDB 5.3483178e-05
8,964 Modeling Skew in Data Streams 2006 SIGMOD 5.3433303e-05
9,153 Positive Active XML 2004 PODS 5.3130241e-05
9,211 Data Stream Management for Historical XML Data 2004 SIGMOD 5.3058708e-05
9,269 A Dynamically Adaptive Distributed System for Processing Complex Continuous Queries 2005 VLDB 5.295102e-05
9,271 MAIDS: Mining Alarming Incidents from Data Streams 2004 SIGMOD 5.2945481e-05
9,272 A Framework for Projected Clustering of High Dimensional Data Streams 2004 VLDB 5.2945481e-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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