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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

Authors

Incoming Citations (Sorted by Pagerank)

Showing 9 of 59 citing papers.

Rank Citing Paper Year Venue Pagerank
12,319 Large-Scale Uncertainty Management Systems: Learning and Exploiting Your Data (Tutorial Summary) 2009 SIGMOD 4.1905499e-05
12,346 A Wavelet Transform for Efficient Consolidation of Sensor Relations with Quality Guarantees 2009 VLDB 4.1905499e-05
12,350 Enabling epsilon-Approximate Querying in Sensor Networks 2009 VLDB 4.1905499e-05
12,415 Systems Aspects of Probabilistic Data Management 2008 VLDB 4.1905499e-05
12,429 Data-Driven Processing in Sensor Networks 2007 CIDR 4.1905499e-05
12,485 Materialized Views in Probabilistic Databases 2007 VLDB 4.1905499e-05
12,489 Suppression and Failures in Sensor Networks: A Bayesian Approach 2007 VLDB 4.1905499e-05
12,490 MIST: Distributed Indexing and Querying in Sensor Networks using Statistical Models 2007 VLDB 4.1905499e-05
12,497 Asking the Right Questions: Model-driven Optimization using Probes 2006 PODS 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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