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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
h8647ac24cb8f18f3
Venue
CIDR
Year
2005
Pagerank
8.4985276e-05
Overall Rank
2,415 | 83.77%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{deshpande_cidr05,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '05},
        title = {{Using Probabilistic Models for Data Management in Acquisitional Environments}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Deshpande, Amol and Guestrin, Carlos and Madden, Samuel R.},
        year = {2005}
}

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank Citing Paper Year Venue Pagerank
587 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00015933201
1,365 A Unified Approach to Ranking in Probabilistic Databases 2009 VLDB 0.00010913898
1,657 U-DBMS: A Database System for Managing Constantly-Evolving Data 2005 VLDB 9.967084e-05
2,359 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.5813849e-05
4,275 Combining Databases and Signal Processing in Plato 2015 CIDR 6.6917477e-05
5,588 Indexing Correlated Probabilistic Databases 2009 SIGMOD 6.0748779e-05
5,940 Leveraging Spatio-Temporal Redundancy for RFID Data Cleansing 2010 SIGMOD 5.9406205e-05
6,846 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 5.6662335e-05
12,420 Processing of Probabilistic Skyline Queries Using MapReduce 2015 VLDB 4.9793485e-05
12,890 Systems Aspects of Probabilistic Data Management 2008 VLDB 4.9793485e-05
12,904 Data-Driven Processing in Sensor Networks 2007 CIDR 4.9793485e-05
12,963 Suppression and Failures in Sensor Networks: A Bayesian Approach 2007 VLDB 4.9793485e-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
37 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00047731453
112 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00032459277
152 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.0002867034
153 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00028633995
171 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.00027011593
267 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00022722971
286 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.0002211981
309 Approximate Query Processing Using Wavelets 2000 VLDB 0.00021384073
334 An Adaptive Query Execution System for Data Integration* 1999 SIGMOD 0.00020691326
343 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00020519525
372 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00019720059
659 Adaptive Precision Setting for Cached Approximate Values 2001 SIGMOD 0.00015015728
701 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00014680907
850 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00013488409
911 Adaptive Stream Resource Management Using Kalman Filters 2004 SIGMOD 0.00013115833
1,218 Best-Effort Cache Synchronization with Source Cooperation 2002 SIGMOD 0.00011483616
1,431 Approximate Join Processing Over Data Streams 2003 SIGMOD 0.00010681774
4,299 Outlier Detection for High Dimensional Data 2001 SIGMOD 6.6789252e-05
5,125 DOMINO: Databases for Moving Objects Tracking 1999 SIGMOD 6.2614937e-05
5,173 Cache-and-Query for Wide Area Sensor Databases 2003 SIGMOD 6.243639e-05
7,537 HiFi: A Unified Architecture for High Fan-in Systems (System Demonstration) 2004 VLDB 5.4996403e-05
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# Overall Rank Paper Year Venue
1 6,846 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR
2 12,861 Query Answering Techniques on Uncertain and Probabilistic Data 2008 SIGMOD
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