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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
9167
Venue
VLDB
Year
2004
Pagerank
0.00022221803
Overall Rank
477 | 96.69%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 59 citing papers.

Rank Citing Paper Year Venue Pagerank
424 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00023616398
469 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00022406923
627 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00018959005
791 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00016629664
801 SageDB: A Learned Database System 2019 CIDR 0.00016505496
1,392 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012229045
1,594 Adaptive Cleaning for RFID Data Streams 2006 VLDB 0.00011222484
1,627 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011086905
2,118 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 9.5100739e-05
2,178 Tributaries and Deltas: Efficient and Robust Aggregation in Sensor Network Streams 2005 SIGMOD 9.3559565e-05
2,629 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.4160309e-05
2,656 Exploiting Shared Correlations in Probabilistic Databases 2008 VLDB 8.3620622e-05
2,931 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 7.8697258e-05
3,445 Processing Forecasting Queries 2007 VLDB 7.08644e-05
3,505 Consensus Answers for Queries over Probabilistic Databases 2009 PODS 7.0337815e-05
4,014 Exploiting Correlations for Expensive Predicate Evaluation 2015 SIGMOD 6.5273084e-05
4,031 Approximate Quantiles and the Order of the Stream 2006 PODS 6.5121141e-05
4,095 Ranking Continuous Probabilistic Datasets 2010 VLDB 6.4556768e-05
4,249 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 6.3245666e-05
4,257 Combining Databases and Signal Processing in Plato 2015 CIDR 6.3164509e-05
4,384 Optimization of Continuous Queries with Shared Expensive Filters 2007 PODS 6.2371282e-05
4,500 Rethinking Data Management for Storage-centric Sensor Networks 2007 CIDR 6.1381791e-05
4,883 Content-Based Routing: Different Plans for Different Data 2005 VLDB 5.8545658e-05
5,537 Cleaning Uncertain Data with Quality Guarantees 2008 VLDB 5.4522327e-05
5,764 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.3369195e-05
5,796 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.3240234e-05
5,909 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 5.2769377e-05
6,335 Adaptive Stream Filters for Entity-based Queries with Non-Value Tolerance 2005 VLDB 5.1056594e-05
6,419 A Deferred Cleansing Method for RFID Data Analytics 2006 VLDB 5.0690363e-05
6,640 In-Network Execution of Monitoring Queries in Sensor Networks 2007 SIGMOD 4.9798084e-05
6,670 Explore or Exploit? Effective Strategies for Disambiguating Large Databases 2010 VLDB 4.9672601e-05
6,819 Workload-Aware Indexing of Continuously Moving Objects 2009 VLDB 4.9158166e-05
6,838 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 4.9109732e-05
7,334 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 4.7604215e-05
7,434 Local Structure and Determinism in Probabilistic Databases 2012 SIGMOD 4.7314358e-05
7,453 Distributed Online Tracking 2015 SIGMOD 4.7263711e-05
7,699 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB 4.6746076e-05
7,806 Adaptive Execution of Variable-Accuracy Functions 2006 VLDB 4.6459438e-05
7,939 Tuple-Independent Representations of Infinite Probabilistic Databases 2021 PODS 4.613363e-05
8,433 Supporting User-Defined Functions on Uncertain Data 2013 VLDB 4.514792e-05
8,819 Modeling Skew in Data Streams 2006 SIGMOD 4.4421123e-05
8,989 Stochastic Data Acquisition for Answering Queries as Time Goes by 2017 VLDB 4.413361e-05
9,274 Ranking Distributed Probabilistic Data 2009 SIGMOD 4.3646295e-05
9,885 Contour Map Matching for Event Detection in Sensor Networks 2006 SIGMOD 4.2626354e-05
12,210 Dissemination of Models over Time-Varying Data 2011 VLDB 4.1945683e-05
12,213 Transducing Markov Sequences 2010 PODS 4.1945683e-05
12,220 Processing Continuous Join Queries in Sensor Networks: a Filtering Approach 2010 SIGMOD 4.1945683e-05
12,222 GRN Model of Probabilistic Databases: Construction, Transition and Querying 2010 SIGMOD 4.1945683e-05
12,272 Conditioning and Aggregating Uncertain Data Streams: Going Beyond Expectations 2010 VLDB 4.1945683e-05
12,276 Parsimonious Linear Fingerprinting for Time Series 2010 VLDB 4.1945683e-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
14 Online Aggregation 1997 SIGMOD 0.0010801504
184 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00036625711
308 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00028142852
372 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00025354779
449 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00022846068
467 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022443768
750 Adaptive Precision Setting for Cached Approximate Values 2001 SIGMOD 0.00017220819
842 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00016031973
885 Query Processing for Sensor Networks 2003 CIDR 0.00015646925
905 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.0001546195
1,282 Best-Effort Cache Synchronization with Source Cooperation 2002 SIGMOD 0.00012852655
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