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Using Probabilistic Models for Data Management in Acquisitional Environments

Summary: Embed probabilistic models in DBs to exploit correlations for imputing missing values, detecting outliers, and producing low-cost approximate answers over noisy acquisitional data. Propose a unified architecture to integrate these models into sensor/stream acquisition systems and enable correlation-driven queries. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
49
Venue
CIDR
Year
2005
Pagerank
9.5017579e-05
Overall Rank
2,120 | 85.27%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank Citing Paper Year Venue Pagerank
630 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00018942778
1,612 A Unified Approach to Ranking in Probabilistic Databases 2009 VLDB 0.00011142757
1,702 U-DBMS: A Database System for Managing Constantly-Evolving Data 2005 VLDB 0.00010821682
2,635 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.4081184e-05
4,253 Combining Databases and Signal Processing in Plato 2015 CIDR 6.3103785e-05
5,767 Indexing Correlated Probabilistic Databases 2009 SIGMOD 5.3341473e-05
5,779 Leveraging Spatio-Temporal Redundancy for RFID Data Cleansing 2010 SIGMOD 5.3273053e-05
6,837 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 4.9063121e-05
11,937 Processing of Probabilistic Skyline Queries Using MapReduce 2015 VLDB 4.1905499e-05
12,415 Systems Aspects of Probabilistic Data Management 2008 VLDB 4.1905499e-05
12,429 Data-Driven Processing in Sensor Networks 2007 CIDR 4.1905499e-05
12,489 Suppression and Failures in Sensor Networks: A Bayesian Approach 2007 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 21 of 21 cited papers.

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

Rank Cited Paper Year Venue Pagerank
63 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00063595699
143 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00041688468
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
373 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00025354685
396 An Adaptive Query Execution System for Data Integration* 1999 SIGMOD 0.00024439334
416 Approximate Query Processing Using Wavelets 2000 VLDB 0.00023773968
430 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00023406426
477 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00022205608
745 Adaptive Precision Setting for Cached Approximate Values 2001 SIGMOD 0.00017215095
838 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00016024923
903 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00015449454
1,069 Adaptive Stream Resource Management Using Kalman Filters 2004 SIGMOD 0.00014285617
1,279 Best-Effort Cache Synchronization with Source Cooperation 2002 SIGMOD 0.00012847281
1,712 Approximate Join Processing Over Data Streams 2003 SIGMOD 0.00010786152
4,549 Outlier Detection for High Dimensional Data 2001 SIGMOD 6.0866685e-05
4,769 DOMINO: Databases for Moving Objects Tracking 1999 SIGMOD 5.9287038e-05
5,352 Cache-and-Query for Wide Area Sensor Databases 2003 SIGMOD 5.5528053e-05
7,206 HiFi: A Unified Architecture for High Fan-in Systems (System Demonstration) 2004 VLDB 4.7962679e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
6,837 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 4.9063121e-05
12,386 Query Answering Techniques on Uncertain and Probabilistic Data 2008 SIGMOD 4.1905499e-05
757 Creating Probabilistic Databases from Information Extraction Models 2006 VLDB 0.00017062337
974 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00014882804
2,564 Foundations of Probabilistic Answers to Queries 2005 SIGMOD 8.5325119e-05
5,767 Indexing Correlated Probabilistic Databases 2009 SIGMOD 5.3341473e-05
477 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00022205608
463 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022497894
630 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00018942778
2,649 Exploiting Shared Correlations in Probabilistic Databases 2008 VLDB 8.3728762e-05