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
137
Venue
CIDR
Year
2009
Pagerank
5.7962014e-05
Overall Rank
6,712 | 53.96%
DOI
-

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
3,342 High-Performance Dynamic Pattern Matching over Disordered Streams 2010 VLDB 7.4999147e-05
6,049 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.9949334e-05
8,542 Online Windowed Subsequence Matching over Probabilistic Sequences 2012 SIGMOD 5.4119882e-05
12,104 Supporting Data Uncertainty in Array Databases 2015 SIGMOD 5.093636e-05
12,408 Transducing Markov Sequences 2010 PODS 5.093636e-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
50 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00043596705
78 ULDBs: Databases with Uncertainty and Lineage 2006 VLDB 0.00036571789
125 Trio: A System for Integrated Management of Data, Accuracy, and Lineage 2005 CIDR 0.00030932014
149 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00029226907
150 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00029208207
167 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.0002757283
238 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.0002369322
255 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00023174541
280 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00022454217
337 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00020783399
359 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.0002023153
363 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.0002005475
408 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00019008806
557 The Theory of Probabilistic Databases 1987 VLDB 0.00016541752
574 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00016278855
692 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00014919816
765 Query Processing for Sensor Networks 2003 CIDR 0.00014217472
820 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00013814535
828 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00013769869
1,322 Design Considerations for High Fan-in Systems: The HiFi Approach 2005 CIDR 0.00011155403
1,397 Approximate Join Processing Over Data Streams 2003 SIGMOD 0.00010906135
1,437 Querying Continuous Functions in a Database System 2008 SIGMOD 0.00010790718
1,520 Conditioning Probabilistic Databases 2008 VLDB 0.00010510496
1,752 Approximate Lineage for Probabilistic Databases 2008 VLDB 9.8358116e-05
2,367 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 8.6855754e-05
2,460 Exploiting Shared Correlations in Probabilistic Databases 2008 VLDB 8.5505905e-05
2,514 From Complete to Incomplete Information and Back 2007 SIGMOD 8.4818577e-05
2,697 Sketching Probabilistic Data Streams 2007 SIGMOD 8.2451054e-05
2,988 Estimating Statistical Aggregates on Probabilistic Data Streams 2007 PODS 7.8907087e-05
3,050 Event Queries on Correlated Probabilistic Streams 2008 SIGMOD 7.8140428e-05
3,525 The Case for a Signal-Oriented Data Stream Management System 2007 CIDR 7.3436533e-05
3,698 Optimizing MPF Queries: Decision Support and Probabilistic Inference 2007 SIGMOD 7.1887638e-05
4,147 Trio-One: Layering Uncertainty and Lineage on a Conventional DBMS 2007 CIDR 6.8720637e-05
5,260 Energy-Efficient Monitoring of Extreme Values in Sensor Networks 2006 SIGMOD 6.2956086e-05
8,092 Constraint Chaining: On Energy-Efficient Continuous Monitoring in Sensor Networks 2006 SIGMOD 5.488254e-05
10,046 Contour Map Matching for Event Detection in Sensor Networks 2006 SIGMOD 5.1699018e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 574 Management of Probabilistic Data: Foundations and Challenges 2007 PODS
2 12,305 Space-Efficient Estimation of Statistics over Sub-Sampled Streams 2012 PODS
3 2,367 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR
4 8,646 Supporting User-Defined Functions on Uncertain Data 2013 VLDB
5 2,988 Estimating Statistical Aggregates on Probabilistic Data Streams 2007 PODS
6 7,608 Uncertain Time-Series Similarity: Return to the Basics 2012 VLDB
7 359 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD
8 2,697 Sketching Probabilistic Data Streams 2007 SIGMOD
9 6,049 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD
10 12,467 Conditioning and Aggregating Uncertain Data Streams: Going Beyond Expectations 2010 VLDB