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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
9168
Venue
VLDB
Year
2004
Pagerank
0.00022205608
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
423 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00023628474
468 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00022407392
630 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00018942778
788 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00016618698
796 SageDB: A Learned Database System 2019 CIDR 0.00016541749
1,394 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012218557
1,595 Adaptive Cleaning for RFID Data Streams 2006 VLDB 0.0001121094
1,629 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011073148
2,120 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 9.5017579e-05
2,180 Tributaries and Deltas: Efficient and Robust Aggregation in Sensor Network Streams 2005 SIGMOD 9.3629304e-05
2,635 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.4081184e-05
2,649 Exploiting Shared Correlations in Probabilistic Databases 2008 VLDB 8.3728762e-05
2,934 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 7.8628636e-05
3,451 Processing Forecasting Queries 2007 VLDB 7.0798147e-05
3,509 Consensus Answers for Queries over Probabilistic Databases 2009 PODS 7.0283775e-05
4,022 Exploiting Correlations for Expensive Predicate Evaluation 2015 SIGMOD 6.5185189e-05
4,024 Approximate Quantiles and the Order of the Stream 2006 PODS 6.5177066e-05
4,094 Ranking Continuous Probabilistic Datasets 2010 VLDB 6.4510938e-05
4,246 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 6.318484e-05
4,253 Combining Databases and Signal Processing in Plato 2015 CIDR 6.3103785e-05
4,381 Optimization of Continuous Queries with Shared Expensive Filters 2007 PODS 6.2323251e-05
4,501 Rethinking Data Management for Storage-centric Sensor Networks 2007 CIDR 6.1325842e-05
4,890 Content-Based Routing: Different Plans for Different Data 2005 VLDB 5.8477169e-05
5,545 Cleaning Uncertain Data with Quality Guarantees 2008 VLDB 5.447418e-05
5,771 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.3319881e-05
5,807 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.3189104e-05
5,910 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 5.2718714e-05
6,337 Adaptive Stream Filters for Entity-based Queries with Non-Value Tolerance 2005 VLDB 5.1008035e-05
6,414 A Deferred Cleansing Method for RFID Data Analytics 2006 VLDB 5.0648604e-05
6,641 In-Network Execution of Monitoring Queries in Sensor Networks 2007 SIGMOD 4.9750304e-05
6,670 Explore or Exploit? Effective Strategies for Disambiguating Large Databases 2010 VLDB 4.9625499e-05
6,766 Workload-Aware Indexing of Continuously Moving Objects 2009 VLDB 4.9280867e-05
6,837 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 4.9063121e-05
7,329 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 4.7559363e-05
7,429 Local Structure and Determinism in Probabilistic Databases 2012 SIGMOD 4.7275942e-05
7,452 Distributed Online Tracking 2015 SIGMOD 4.7218383e-05
7,697 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB 4.6701245e-05
7,811 Adaptive Execution of Variable-Accuracy Functions 2006 VLDB 4.6411275e-05
7,942 Tuple-Independent Representations of Infinite Probabilistic Databases 2021 PODS 4.6089395e-05
8,436 Supporting User-Defined Functions on Uncertain Data 2013 VLDB 4.506732e-05
8,819 Modeling Skew in Data Streams 2006 SIGMOD 4.4378541e-05
8,996 Stochastic Data Acquisition for Answering Queries as Time Goes by 2017 VLDB 4.4091308e-05
9,280 Ranking Distributed Probabilistic Data 2009 SIGMOD 4.3604461e-05
9,884 Contour Map Matching for Event Detection in Sensor Networks 2006 SIGMOD 4.2585516e-05
12,218 Dissemination of Models over Time-Varying Data 2011 VLDB 4.1905499e-05
12,221 Transducing Markov Sequences 2010 PODS 4.1905499e-05
12,228 Processing Continuous Join Queries in Sensor Networks: a Filtering Approach 2010 SIGMOD 4.1905499e-05
12,230 GRN Model of Probabilistic Databases: Construction, Transition and Querying 2010 SIGMOD 4.1905499e-05
12,280 Conditioning and Aggregating Uncertain Data Streams: Going Beyond Expectations 2010 VLDB 4.1905499e-05
12,284 Parsimonious Linear Fingerprinting for Time Series 2010 VLDB 4.1905499e-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 0.0010813443
184 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00036655704
316 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00027981848
373 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00025354685
430 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00023406426
463 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022497894
745 Adaptive Precision Setting for Cached Approximate Values 2001 SIGMOD 0.00017215095
838 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00016024923
881 Query Processing for Sensor Networks 2003 CIDR 0.00015634948
903 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00015449454
1,279 Best-Effort Cache Synchronization with Source Cooperation 2002 SIGMOD 0.00012847281
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