Database Paper Browser

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
4.9063121e-05
Overall Rank
6,837 | 52.49%
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
3,818 High-Performance Dynamic Pattern Matching over Disordered Streams 2010 VLDB 6.7279318e-05
5,771 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.3319881e-05
8,300 Online Windowed Subsequence Matching over Probabilistic Sequences 2012 SIGMOD 4.5392079e-05
11,913 Supporting Data Uncertainty in Array Databases 2015 SIGMOD 4.1905499e-05
12,221 Transducing Markov Sequences 2010 PODS 4.1905499e-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
74 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00057797415
103 ULDBs: Databases with Uncertainty and Lineage 2006 VLDB 0.00049520051
149 Trio: A System for Integrated Management of Data, Accuracy, and Lineage 2005 CIDR 0.00041085859
184 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00036655704
194 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00035402379
204 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.00034696955
316 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00027981848
322 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.00027523667
373 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00025354685
430 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00023406426
453 The Theory Of Probabilistic Databases 1987 VLDB 0.00022801484
463 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022497894
468 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00022407392
477 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00022205608
630 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00018942778
838 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00016024923
881 Query Processing for Sensor Networks 2003 CIDR 0.00015634948
903 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00015449454
908 Design Considerations for High Fan-in Systems: The HiFi Approach 2005 CIDR 0.00015405471
974 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00014882804
1,567 Querying Continuous Functions in a Database System 2008 SIGMOD 0.00011320794
1,712 Approximate Join Processing Over Data Streams 2003 SIGMOD 0.00010786152
1,730 Conditioning Probabilistic Databases 2008 VLDB 0.00010726683
1,972 Approximate Lineage for Probabilistic Databases 2008 VLDB 9.8937766e-05
2,120 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 9.5017579e-05
2,493 From Complete to Incomplete Information and Back 2007 SIGMOD 8.6470623e-05
2,649 Exploiting Shared Correlations in Probabilistic Databases 2008 VLDB 8.3728762e-05
3,047 Sketching Probabilistic Data Streams 2007 SIGMOD 7.6537004e-05
3,253 The Case for a Signal-Oriented Data Stream Management System 2007 CIDR 7.3175849e-05
3,391 Estimating Statistical Aggregates on Probabilistic Data Streams 2007 PODS 7.1427968e-05
3,395 Event Queries on Correlated Probabilistic Streams 2008 SIGMOD 7.1402267e-05
3,547 Optimizing MPF Queries: Decision Support and Probabilistic Inference 2007 SIGMOD 6.9810773e-05
4,163 Trio-One: Layering Uncertainty and Lineage on a Conventional DBMS 2007 CIDR 6.3861705e-05
5,500 Energy-Efficient Monitoring of Extreme Values in Sensor Networks 2006 SIGMOD 5.4733109e-05
7,995 Constraint Chaining: On Energy-Efficient Continuous Monitoring in Sensor Networks 2006 SIGMOD 4.6072096e-05
9,884 Contour Map Matching for Event Detection in Sensor Networks 2006 SIGMOD 4.2585516e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
630 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00018942778
12,116 Space-Efficient Estimation of Statistics over Sub-Sampled Streams 2012 PODS 4.1905499e-05
2,120 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 9.5017579e-05
8,436 Supporting User-Defined Functions on Uncertain Data 2013 VLDB 4.506732e-05
3,391 Estimating Statistical Aggregates on Probabilistic Data Streams 2007 PODS 7.1427968e-05
7,417 Uncertain Time-Series Similarity: Return to the Basics 2012 VLDB 4.7309512e-05
463 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022497894
3,047 Sketching Probabilistic Data Streams 2007 SIGMOD 7.6537004e-05
5,771 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.3319881e-05
12,280 Conditioning and Aggregating Uncertain Data Streams: Going Beyond Expectations 2010 VLDB 4.1905499e-05