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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
had7b7dfb75094a27
Venue
VLDB
Year
2004
Pagerank
0.00020510274
Overall Rank
343 | 97.70%
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
322 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00021034201
417 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00018625112
483 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00017584249
555 SageDB: A Learned Database System 2019 CIDR 0.0001650754
587 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00015927027
1,044 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00012329478
1,067 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012187242
1,361 Adaptive Cleaning for RFID Data Streams 2006 VLDB 0.00010912941
2,126 Tributaries and Deltas: Efficient and Robust Aggregation in Sensor Network Streams 2005 SIGMOD 9.001397e-05
2,360 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.5774153e-05
2,416 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 8.4946354e-05
2,465 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 8.4213787e-05
2,504 Exploiting Shared Correlations in Probabilistic Databases 2008 VLDB 8.3762003e-05
2,985 Materialized Views in Probabilistic Databases: For Information Exchange and Query Optimization 2007 VLDB 7.7794901e-05
3,542 Consensus Answers for Queries over Probabilistic Databases 2009 PODS 7.212149e-05
3,562 Processing Forecasting Queries 2007 VLDB 7.2023796e-05
3,893 Ranking Continuous Probabilistic Datasets 2010 VLDB 6.9371894e-05
3,918 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 6.9234041e-05
3,988 Exploiting Correlations for Expensive Predicate Evaluation 2015 SIGMOD 6.8694751e-05
4,108 Content-Based Routing: Different Plans for Different Data 2005 VLDB 6.8000756e-05
4,276 Combining Databases and Signal Processing in Plato 2015 CIDR 6.688668e-05
4,489 Optimization of Continuous Queries with Shared Expensive Filters 2007 PODS 6.5764656e-05
4,800 Rethinking Data Management for Storage-centric Sensor Networks 2007 CIDR 6.4084968e-05
5,176 Cleaning Uncertain Data with Quality Guarantees 2008 VLDB 6.2400289e-05
5,379 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 6.1540191e-05
5,701 Approximate Quantiles and the Order of the Stream 2006 PODS 6.0289493e-05
6,177 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.8582407e-05
6,255 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.8326825e-05
6,474 A Deferred Cleansing Method for RFID Data Analytics 2006 VLDB 5.7713221e-05
6,582 Workload-Aware Indexing of Continuously Moving Objects 2009 VLDB 5.7421081e-05
6,850 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 5.6635511e-05
6,925 In-Network Execution of Monitoring Queries in Sensor Networks 2007 SIGMOD 5.6405901e-05
6,975 Explore or Exploit? Effective Strategies for Disambiguating Large Databases 2010 VLDB 5.6277347e-05
7,171 Adaptive Stream Filters for Entity-based Queries with Non-Value Tolerance 2005 VLDB 5.5921409e-05
7,431 Local Structure and Determinism in Probabilistic Databases 2012 SIGMOD 5.528036e-05
7,434 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 5.5267207e-05
7,628 Distributed Online Tracking 2015 SIGMOD 5.4797177e-05
7,921 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB 5.4250462e-05
8,322 Adaptive Execution of Variable-Accuracy Functions 2006 VLDB 5.3534332e-05
8,434 Tuple-Independent Representations of Infinite Probabilistic Databases 2021 PODS 5.3324907e-05
8,816 Supporting User-Defined Functions on Uncertain Data 2013 VLDB 5.2701874e-05
9,138 Modeling Skew in Data Streams 2006 SIGMOD 5.2209828e-05
9,327 Stochastic Data Acquisition for Answering Queries as Time Goes by 2017 VLDB 5.1926897e-05
9,615 Ranking Distributed Probabilistic Data 2009 SIGMOD 5.1504386e-05
10,245 Contour Map Matching for Event Detection in Sensor Networks 2006 SIGMOD 5.0515117e-05
12,702 Dissemination of Models over Time-Varying Data 2011 VLDB 4.9769913e-05
12,705 Transducing Markov Sequences 2010 PODS 4.9769913e-05
12,712 Processing Continuous Join Queries in Sensor Networks: a Filtering Approach 2010 SIGMOD 4.9769913e-05
12,714 GRN Model of Probabilistic Databases: Construction, Transition and Querying 2010 SIGMOD 4.9769913e-05
12,764 Conditioning and Aggregating Uncertain Data Streams: Going Beyond Expectations 2010 VLDB 4.9769913e-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 0.00076265429
153 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00028621958
267 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00022713652
286 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00022112534
370 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00019837998
372 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.0001971778
661 Adaptive Precision Setting for Cached Approximate Values 2001 SIGMOD 0.000150088
700 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00014675903
798 Query Processing for Sensor Networks 2003 CIDR 0.00013909272
850 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00013482116
1,219 Best-Effort Cache Synchronization with Source Cooperation 2002 SIGMOD 0.00011478351
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