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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
8.6855754e-05
Overall Rank
2,367 | 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
574 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00016278855
1,327 A Unified Approach to Ranking in Probabilistic Databases 2009 VLDB 0.00011141552
1,638 U-DBMS: A Database System for Managing Constantly-Evolving Data 2005 VLDB 0.00010155338
2,340 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.7246796e-05
4,207 Combining Databases and Signal Processing in Plato 2015 CIDR 6.8325104e-05
5,450 Indexing Correlated Probabilistic Databases 2009 SIGMOD 6.2142725e-05
5,834 Leveraging Spatio-Temporal Redundancy for RFID Data Cleansing 2010 SIGMOD 6.0721842e-05
6,712 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 5.7962014e-05
12,127 Processing of Probabilistic Skyline Queries Using MapReduce 2015 VLDB 5.093636e-05
12,600 Systems Aspects of Probabilistic Data Management 2008 VLDB 5.093636e-05
12,614 Data-Driven Processing in Sensor Networks 2007 CIDR 5.093636e-05
12,673 Suppression and Failures in Sensor Networks: A Bayesian Approach 2007 VLDB 5.093636e-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
35 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00048481081
111 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00032990214
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
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
307 Approximate Query Processing Using Wavelets 2000 VLDB 0.00021792475
328 An Adaptive Query Execution System for Data Integration* 1999 SIGMOD 0.00021081317
337 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00020783399
363 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.0002005475
646 Adaptive Precision Setting for Cached Approximate Values 2001 SIGMOD 0.00015335457
692 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00014919816
828 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00013769869
891 Adaptive Stream Resource Management Using Kalman Filters 2004 SIGMOD 0.00013382575
1,195 Best-Effort Cache Synchronization with Source Cooperation 2002 SIGMOD 0.00011727947
1,397 Approximate Join Processing Over Data Streams 2003 SIGMOD 0.00010906135
4,209 Outlier Detection for High Dimensional Data 2001 SIGMOD 6.8319192e-05
5,005 DOMINO: Databases for Moving Objects Tracking 1999 SIGMOD 6.4038565e-05
5,049 Cache-and-Query for Wide Area Sensor Databases 2003 SIGMOD 6.3868781e-05
7,398 HiFi: A Unified Architecture for High Fan-in Systems (System Demonstration) 2004 VLDB 5.6256397e-05
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# Overall Rank Paper Year Venue
1 6,712 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR
2 12,571 Query Answering Techniques on Uncertain and Probabilistic Data 2008 SIGMOD
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