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Model-Driven Data Acquisition in Sensor Networks

Summary: Enriches declarative sensor queries with statistical models to map readings to reality and provide probabilistic confidence. Presents an optimization to select readings under cost, with an exponential-time exact solver and a practical polynomial-time heuristic, achieving high fidelity and gains over traditional acquisition. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9358
Venue
VLDB
Year
2004
Pagerank
0.00020783399
Overall Rank
337 | 97.69%
DOI
10.1016/B978-012088469-8.50053-X

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{deshpande_vldb04,
        title = {{Model-Driven Data Acquisition in Sensor Networks}},
        author = {Deshpande, Amol and Guestrin, Carlos and Madden, Samuel R. and Hellerstein, Joseph M. and Hong, Wei},
        journal = {PVLDB},
        series = {{VLDB} '04},
        pages = {588--599},
        doi = {10.1016/B978-012088469-8.50053-X},
        url = {https://doi.org/10.1016/B978-012088469-8.50053-X},
        year = {2004}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 59 citing papers.

Rank Citing Paper Year Venue Pagerank
347 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00020651582
408 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00019008806
568 SageDB: A Learned Database System 2019 CIDR 0.0001641553
574 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00016278855
582 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00016148948
1,045 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012440928
1,323 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011152602
1,331 Adaptive Cleaning for RFID Data Streams 2006 VLDB 0.00011130651
2,090 Tributaries and Deltas: Efficient and Robust Aggregation in Sensor Network Streams 2005 SIGMOD 9.1894752e-05
2,340 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.7246796e-05
2,367 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 8.6855754e-05
2,406 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 8.6187297e-05
2,460 Exploiting Shared Correlations in Probabilistic Databases 2008 VLDB 8.5505905e-05
2,936 Materialized Views in Probabilistic Databases: For Information Exchange and Query Optimization 2007 VLDB 7.9437689e-05
3,483 Consensus Answers for Queries over Probabilistic Databases 2009 PODS 7.372823e-05
3,493 Processing Forecasting Queries 2007 VLDB 7.3650273e-05
3,823 Ranking Continuous Probabilistic Datasets 2010 VLDB 7.092508e-05
3,832 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 7.0856664e-05
3,945 Exploiting Correlations for Expensive Predicate Evaluation 2015 SIGMOD 7.0055154e-05
4,207 Combining Databases and Signal Processing in Plato 2015 CIDR 6.8325104e-05
4,383 Content-Based Routing: Different Plans for Different Data 2005 VLDB 6.7329787e-05
4,441 Optimization of Continuous Queries with Shared Expensive Filters 2007 PODS 6.7021508e-05
4,698 Rethinking Data Management for Storage-centric Sensor Networks 2007 CIDR 6.5569539e-05
5,255 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 6.2982495e-05
5,318 Cleaning Uncertain Data with Quality Guarantees 2008 VLDB 6.2672687e-05
5,604 Approximate Quantiles and the Order of the Stream 2006 PODS 6.1533846e-05
6,049 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.9949334e-05
6,120 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.9693818e-05
6,343 A Deferred Cleansing Method for RFID Data Analytics 2006 VLDB 5.9063839e-05
6,458 Workload-Aware Indexing of Continuously Moving Objects 2009 VLDB 5.8736158e-05
6,712 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 5.7962014e-05
6,789 In-Network Execution of Monitoring Queries in Sensor Networks 2007 SIGMOD 5.7727874e-05
6,863 Explore or Exploit? Effective Strategies for Disambiguating Large Databases 2010 VLDB 5.7514261e-05
7,027 Adaptive Stream Filters for Entity-based Queries with Non-Value Tolerance 2005 VLDB 5.7231968e-05
7,284 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 5.6560822e-05
7,306 Local Structure and Determinism in Probabilistic Databases 2012 SIGMOD 5.6499367e-05
7,479 Distributed Online Tracking 2015 SIGMOD 5.6081446e-05
7,752 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB 5.5521918e-05
8,147 Adaptive Execution of Variable-Accuracy Functions 2006 VLDB 5.4788421e-05
8,259 Tuple-Independent Representations of Infinite Probabilistic Databases 2021 PODS 5.4574671e-05
8,646 Supporting User-Defined Functions on Uncertain Data 2013 VLDB 5.3928856e-05
8,964 Modeling Skew in Data Streams 2006 SIGMOD 5.3433303e-05
9,147 Stochastic Data Acquisition for Answering Queries as Time Goes by 2017 VLDB 5.3143718e-05
9,425 Ranking Distributed Probabilistic Data 2009 SIGMOD 5.2711481e-05
10,046 Contour Map Matching for Event Detection in Sensor Networks 2006 SIGMOD 5.1699018e-05
12,405 Dissemination of Models over Time-Varying Data 2011 VLDB 5.093636e-05
12,408 Transducing Markov Sequences 2010 PODS 5.093636e-05
12,415 Processing Continuous Join Queries in Sensor Networks: a Filtering Approach 2010 SIGMOD 5.093636e-05
12,417 GRN Model of Probabilistic Databases: Construction, Transition and Querying 2010 SIGMOD 5.093636e-05
12,467 Conditioning and Aggregating Uncertain Data Streams: Going Beyond Expectations 2010 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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

Rank Cited Paper Year Venue Pagerank
9 Online Aggregation 1997 SIGMOD 0.00077458002
149 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00029226907
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
359 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.0002023153
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
765 Query Processing for Sensor Networks 2003 CIDR 0.00014217472
828 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00013769869
1,195 Best-Effort Cache Synchronization with Source Cooperation 2002 SIGMOD 0.00011727947
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