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Compressing Historical Information in Sensor Networks

Summary: Compressing multi-stream historical sensor data using a base signal to encode piecewise linear correlations across measurements. Efficient feature extraction and encoding yield data reduction and outperform Wavelets, Histograms, and DCT on real datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3546
Venue
SIGMOD
Year
2004
Pagerank
7.5271941e-05
Overall Rank
3,121 | 78.29%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank Citing Paper Year Venue Pagerank
2,140 Online Piece-wise Linear Approximation of Numerical Streams with Precision Guarantees* 2009 VLDB 9.4626098e-05
2,427 Optimal Multi-scale Patterns in Time Series Streams 2006 SIGMOD 8.8370658e-05
4,628 Sim-Piece: Highly Accurate Piecewise Linear Approximation through Similar Segment Merging 2023 VLDB 6.0379315e-05
7,356 GAMPS: Compressing Multi Sensor Data by Grouping and Amplitude Scaling 2009 SIGMOD 4.7529612e-05
7,991 Constraint Chaining: On Energy-Efficient Continuous Monitoring in Sensor Networks 2006 SIGMOD 4.611631e-05
8,495 Prediction-Based Geometric Monitoring Over Distributed Data Streams 2012 SIGMOD 4.4984289e-05
9,885 Contour Map Matching for Event Detection in Sensor Networks 2006 SIGMOD 4.2626354e-05
12,221 TACO: Tunable Approximate Computation of Outliers in Wireless Sensor Networks 2010 SIGMOD 4.1945683e-05
12,342 Enabling epsilon-Approximate Querying in Sensor Networks 2009 VLDB 4.1945683e-05
12,420 Data-Driven Processing in Sensor Networks 2007 CIDR 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

Rank Cited Paper Year Venue Pagerank
41 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00073964959
64 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00063612837
141 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB 0.00041786333
194 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00035426067
222 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD 0.00032828302
273 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00029390945
405 Approximate Query Processing Using Wavelets 2000 VLDB 0.00024057494
467 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022443768
905 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.0001546195
1,003 Adaptive Filters for Continuous Queries over Distributed Data Streams 2003 SIGMOD 0.00014698435
1,219 Rate-Based Query Optimization for Streaming Information Sources 2002 SIGMOD 0.00013223888
1,241 Multi-dimensional Selectivity Estimation Using Compressed Histogram Information 1999 SIGMOD 0.00013097578
1,400 Wavelet Synopses with Error Guarantees 2002 SIGMOD 0.00012191684
1,773 Offering a Precision-Performance Tradeoff for Aggregation Queries over Replicated Data 2000 VLDB 0.00010609478
2,448 Multi-Dimensional Regression Analysis of Time-Series Data Streams 2002 VLDB 8.8032353e-05
3,801 On Computing Functions with Uncertainty 2001 PODS 6.7570059e-05
7,096 Data Management for Pervasive Computing 2001 VLDB 4.8342556e-05
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12,420 Data-Driven Processing in Sensor Networks 2007 CIDR 4.1945683e-05
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11,603 Demand-based Sensor Data Gathering with Multi-Query Optimization 2020 VLDB 4.1945683e-05
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7,418 Uncertain Time-Series Similarity: Return to the Basics 2012 VLDB 4.7354852e-05
7,356 GAMPS: Compressing Multi Sensor Data by Grouping and Amplitude Scaling 2009 SIGMOD 4.7529612e-05
5,488 Energy-Efficient Monitoring of Extreme Values in Sensor Networks 2006 SIGMOD 5.4782627e-05
477 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00022221803
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