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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
3608
Venue
SIGMOD
Year
2004
Pagerank
7.8302786e-05
Overall Rank
3,034 | 79.19%
DOI
10.1145/1007568.1007628

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{deligiannakis_sigmod04,
        title = {{Compressing Historical Information in Sensor Networks}},
        author = {Deligiannakis, Antonios and Kotidis, Yannis and Roussopoulos, Nick},
        series = {{SIGMOD} '04},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1007568.1007628},
        url = {https://dl.acm.org/doi/10.1145/1007568.1007628},
        year = {2004}
}

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank Citing Paper Year Venue Pagerank
1,688 Online Piece-wise Linear Approximation of Numerical Streams with Precision Guarantees 2009 VLDB 0.00010003536
2,441 Optimal Multi-scale Patterns in Time Series Streams 2006 SIGMOD 8.5779023e-05
4,496 Sim-Piece: Highly Accurate Piecewise Linear Approximation through Similar Segment Merging 2023 VLDB 6.6622617e-05
7,414 GAMPS: Compressing Multi Sensor Data by Grouping and Amplitude Scaling 2009 SIGMOD 5.624223e-05
8,092 Constraint Chaining: On Energy-Efficient Continuous Monitoring in Sensor Networks 2006 SIGMOD 5.488254e-05
8,501 Prediction-Based Geometric Monitoring Over Distributed Data Streams 2012 SIGMOD 5.4132745e-05
10,046 Contour Map Matching for Event Detection in Sensor Networks 2006 SIGMOD 5.1699018e-05
12,416 TACO: Tunable Approximate Computation of Outliers in Wireless Sensor Networks 2010 SIGMOD 5.093636e-05
12,536 Enabling epsilon-Approximate Querying in Sensor Networks 2009 VLDB 5.093636e-05
12,614 Data-Driven Processing in Sensor Networks 2007 CIDR 5.093636e-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
25 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00054667018
35 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00048481081
101 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB 0.00034376651
150 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00029208207
168 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD 0.00027541029
213 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00024723025
307 Approximate Query Processing Using Wavelets 2000 VLDB 0.00021792475
359 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.0002023153
722 Adaptive Filters for Continuous Queries over Distributed Data Streams 2003 SIGMOD 0.00014627248
828 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00013769869
1,016 Rate-Based Query Optimization for Streaming Information Sources 2002 SIGMOD 0.00012645699
1,053 Multi-dimensional Selectivity Estimation Using Compressed Histogram Information 1999 SIGMOD 0.00012401532
1,156 Wavelet Synopses with Error Guarantees 2002 SIGMOD 0.00011929041
1,716 Offering a Precision-Performance Tradeoff for Aggregation Queries over Replicated Data 2000 VLDB 9.9330086e-05
2,171 Multi-Dimensional Regression Analysis of Time-Series Data Streams 2002 VLDB 9.0406168e-05
3,923 On Computing Functions with Uncertainty 2001 PODS 7.0158184e-05
7,247 Data Management for Pervasive Computing 2001 VLDB 5.6635271e-05
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