DBScholar

Back to papers

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
hf975eab12fc31b53
Venue
CIDR
Year
2009
Pagerank
5.644892e-05
Overall Rank
6,867 | 53.98%
DOI
-
PDF
Download (CC BY 3.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{diao_cidr09,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '09},
        title = {{Capturing Data Uncertainty in High-Volume Stream Processing}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Diao, Yanlei and Li, Boduo and Liu, Anna and Peng, Liping and Sutton, Charles and Tran, Thanh and Zink, Michael},
        year = {2009}
}

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
3,410 High-Performance Dynamic Pattern Matching over Disordered Streams 2010 VLDB 7.3075605e-05
6,190 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.838872e-05
8,737 Online Windowed Subsequence Matching over Probabilistic Sequences 2012 SIGMOD 5.2705676e-05
12,446 Supporting Data Uncertainty in Array Databases 2015 SIGMOD 4.9605343e-05
12,748 Transducing Markov Sequences 2010 PODS 4.9605343e-05
Previous Page 1 / 1 Next

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
51 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00042804864
85 ULDBs: Databases with Uncertainty and Lineage 2006 VLDB 0.00035848027
127 Trio: A System for Integrated Management of Data, Accuracy, and Lineage 2005 CIDR 0.00030337791
152 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00028566618
153 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.0002855087
173 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.0002691472
245 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.00023188414
268 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00022654182
287 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00022060616
343 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00020486383
371 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00019776963
374 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00019698889
418 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00018567032
573 The Theory of Probabilistic Databases 1987 VLDB 0.00016152578
590 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00015876538
701 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.0001464136
798 Query Processing for Sensor Networks 2003 CIDR 0.00013867083
845 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00013493631
852 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00013447072
1,364 Design Considerations for High Fan-in Systems: The HiFi Approach 2005 CIDR 0.00010881397
1,439 Approximate Join Processing Over Data Streams 2003 SIGMOD 0.00010641857
1,462 Querying Continuous Functions in a Database System 2008 SIGMOD 0.00010555763
1,551 Conditioning Probabilistic Databases 2008 VLDB 0.00010257014
1,795 Approximate Lineage for Probabilistic Databases 2008 VLDB 9.6147575e-05
2,428 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 8.466877e-05
2,509 Exploiting Shared Correlations in Probabilistic Databases 2008 VLDB 8.3500835e-05
2,549 From Complete to Incomplete Information and Back 2007 SIGMOD 8.2889756e-05
2,749 Sketching Probabilistic Data Streams 2007 SIGMOD 8.0426455e-05
3,049 Estimating Statistical Aggregates on Probabilistic Data Streams 2007 PODS 7.6987705e-05
3,120 Event Queries on Correlated Probabilistic Streams 2008 SIGMOD 7.6099057e-05
3,603 The Case for a Signal-Oriented Data Stream Management System 2007 CIDR 7.1553424e-05
3,776 Optimizing MPF Queries: Decision Support and Probabilistic Inference 2007 SIGMOD 7.0046163e-05
4,230 Trio-One: Layering Uncertainty and Lineage on a Conventional DBMS 2007 CIDR 6.7067085e-05
5,411 Energy-Efficient Monitoring of Extreme Values in Sensor Networks 2006 SIGMOD 6.1313902e-05
8,288 Constraint Chaining: On Energy-Efficient Continuous Monitoring in Sensor Networks 2006 SIGMOD 5.3448425e-05
10,277 Contour Map Matching for Event Detection in Sensor Networks 2006 SIGMOD 5.0348092e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 590 Management of Probabilistic Data: Foundations and Challenges 2007 PODS
2 12,645 Space-Efficient Estimation of Statistics over Sub-Sampled Streams 2012 PODS
3 2,428 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR
4 8,832 Supporting User-Defined Functions on Uncertain Data 2013 VLDB
5 3,049 Estimating Statistical Aggregates on Probabilistic Data Streams 2007 PODS
6 7,775 Uncertain Time-Series Similarity: Return to the Basics 2012 VLDB
7 371 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD
8 2,749 Sketching Probabilistic Data Streams 2007 SIGMOD
9 6,190 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD
10 12,807 Conditioning and Aggregating Uncertain Data Streams: Going Beyond Expectations 2010 VLDB