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Capturing Data Uncertainty in High-Volume Stream Processing

Summary: End-to-end stream system modeling sensor measurements as continuous random variables and applying probabilistic inference at ingestion to attach uncertainty. Propagates uncertainty through query operators via statistical techniques and compact space/time approximations for high-volume streams; validated on weather and object-tracking traces. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
137
Venue
CIDR
Year
2009
Pagerank
4.9109732e-05
Overall Rank
6,838 | 52.43%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
3,815 High-Performance Dynamic Pattern Matching over Disordered Streams 2010 VLDB 6.7333316e-05
5,764 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.3369195e-05
8,306 Online Windowed Subsequence Matching over Probabilistic Sequences 2012 SIGMOD 4.5435639e-05
11,905 Supporting Data Uncertainty in Array Databases 2015 SIGMOD 4.1945683e-05
12,213 Transducing Markov Sequences 2010 PODS 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 36 of 36 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
74 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00057857292
101 ULDBs: Databases with Uncertainty and Lineage 2006 VLDB 0.0004955674
149 Trio: A System for Integrated Management of Data, Accuracy, and Lineage 2005 CIDR 0.00041101118
184 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00036625711
194 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00035426067
205 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.00034731577
308 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00028142852
321 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.00027527389
372 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00025354779
449 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00022846068
450 The Theory Of Probabilistic Databases 1987 VLDB 0.00022822073
467 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022443768
469 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00022406923
477 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00022221803
627 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00018959005
842 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00016031973
885 Query Processing for Sensor Networks 2003 CIDR 0.00015646925
905 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.0001546195
911 Design Considerations for High Fan-in Systems: The HiFi Approach 2005 CIDR 0.00015419842
980 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00014879747
1,569 Querying Continuous Functions in a Database System 2008 SIGMOD 0.0001132337
1,717 Approximate Join Processing Over Data Streams 2003 SIGMOD 0.00010793312
1,730 Conditioning Probabilistic Databases 2008 VLDB 0.00010736755
1,970 Approximate Lineage for Probabilistic Databases 2008 VLDB 9.896375e-05
2,118 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 9.5100739e-05
2,491 From Complete to Incomplete Information and Back 2007 SIGMOD 8.655056e-05
2,656 Exploiting Shared Correlations in Probabilistic Databases 2008 VLDB 8.3620622e-05
3,041 Sketching Probabilistic Data Streams 2007 SIGMOD 7.6697078e-05
3,249 The Case for a Signal-Oriented Data Stream Management System 2007 CIDR 7.3249002e-05
3,385 Estimating Statistical Aggregates on Probabilistic Data Streams 2007 PODS 7.1580391e-05
3,398 Event Queries on Correlated Probabilistic Streams 2008 SIGMOD 7.141911e-05
3,549 Optimizing MPF Queries: Decision Support and Probabilistic Inference 2007 SIGMOD 6.9858057e-05
4,163 Trio-One: Layering Uncertainty and Lineage on a Conventional DBMS 2007 CIDR 6.3923196e-05
5,488 Energy-Efficient Monitoring of Extreme Values in Sensor Networks 2006 SIGMOD 5.4782627e-05
7,991 Constraint Chaining: On Energy-Efficient Continuous Monitoring in Sensor Networks 2006 SIGMOD 4.611631e-05
9,885 Contour Map Matching for Event Detection in Sensor Networks 2006 SIGMOD 4.2626354e-05
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627 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00018959005
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