The Racing Algorithm: Model Selection for Lazy Learners
Artificial Intelligence Review - Special issue on lazy learning
Wireless integrated network sensors
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Introduction to data compression (2nd ed.)
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Directed diffusion: a scalable and robust communication paradigm for sensor networks
MobiCom '00 Proceedings of the 6th annual international conference on Mobile computing and networking
Random projection in dimensionality reduction: applications to image and text data
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
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Time Series Analysis: Forecasting and Control
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On the interdependence of routing and data compression in multi-hop sensor networks
Proceedings of the 8th annual international conference on Mobile computing and networking
Wireless sensor networks: a survey
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A key-management scheme for distributed sensor networks
Proceedings of the 9th ACM conference on Computer and communications security
Data Gathering Algorithms in Sensor Networks Using Energy Metrics
IEEE Transactions on Parallel and Distributed Systems
Distributed Source Coding: Symmetric Rates and Applications to Sensor Networks
DCC '00 Proceedings of the Conference on Data Compression
Learning to Recognize Time Series: Combining ARMA models with memory-based learning
CIRA '97 Proceedings of the 1997 IEEE International Symposium on Computational Intelligence in Robotics and Automation
Energy-Efficient Communication Protocol for Wireless Microsensor Networks
HICSS '00 Proceedings of the 33rd Hawaii International Conference on System Sciences-Volume 8 - Volume 8
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The impact of spatial correlation on routing with compression in wireless sensor networks
Proceedings of the 3rd international symposium on Information processing in sensor networks
Reliability vs. efficiency in distributed source coding for field-gathering sensor networks
Proceedings of the 3rd international symposium on Information processing in sensor networks
Security in wireless sensor networks
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AIDA: Adaptive application-independent data aggregation in wireless sensor networks
ACM Transactions on Embedded Computing Systems (TECS)
Spatio-temporal correlation: theory and applications for wireless sensor networks
Computer Networks: The International Journal of Computer and Telecommunications Networking - Special issue: In memroy of Olga Casals
A wireless sensor network For structural monitoring
SenSys '04 Proceedings of the 2nd international conference on Embedded networked sensor systems
HEED: A Hybrid, Energy-Efficient, Distributed Clustering Approach for Ad Hoc Sensor Networks
IEEE Transactions on Mobile Computing
A Survey on Data Compression in Wireless Sensor Networks
ITCC '05 Proceedings of the International Conference on Information Technology: Coding and Computing (ITCC'05) - Volume II - Volume 02
TAG: a Tiny AGgregation service for Ad-Hoc sensor networks
OSDI '02 Proceedings of the 5th symposium on Operating systems design and implementationCopyright restrictions prevent ACM from being able to make the PDFs for this conference available for downloading
Tributaries and deltas: efficient and robust aggregation in sensor network streams
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Protocols and Architectures for Wireless Sensor Networks
Protocols and Architectures for Wireless Sensor Networks
Multiresolution storage and search in sensor networks
ACM Transactions on Storage (TOS)
Geographic gossip: efficient aggregation for sensor networks
Proceedings of the 5th international conference on Information processing in sensor networks
Proceedings of the 5th international conference on Information processing in sensor networks
Universal distributed sensing via random projections
Proceedings of the 5th international conference on Information processing in sensor networks
Proceedings of the 5th international conference on Information processing in sensor networks
An architecture for distributed wavelet analysis and processing in sensor networks
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Approximate Data Collection in Sensor Networks using Probabilistic Models
ICDE '06 Proceedings of the 22nd International Conference on Data Engineering
Telos: enabling ultra-low power wireless research
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
Energy-aware lossless data compression
ACM Transactions on Computer Systems (TOCS)
Data compression algorithms for energy-constrained devices in delay tolerant networks
Proceedings of the 4th international conference on Embedded networked sensor systems
Energy-optimized image communication on resource-constrained sensor platforms
Proceedings of the 6th international conference on Information processing in sensor networks
Distributed sparse random projections for refinable approximation
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Distributed wavelet compression algorithms for wireless sensor networks
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VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Synopsis diffusion for robust aggregation in sensor networks
ACM Transactions on Sensor Networks (TOSN)
The impact of data aggregation on the performance of wireless sensor networks
Wireless Communications & Mobile Computing
An adaptive in-network aggregation operator for query processing in wireless sensor networks
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Joint Routing and 2D Transform Optimization for Irregular Sensor Network Grids Using Wavelet Lifting
IPSN '08 Proceedings of the 7th international conference on Information processing in sensor networks
Training Data Compression Algorithms and Reliability in Large Wireless Sensor Networks
SUTC '08 Proceedings of the 2008 IEEE International Conference on Sensor Networks, Ubiquitous, and Trustworthy Computing (sutc 2008)
Secure data aggregation in wireless sensor network: a survey
AISC '08 Proceedings of the sixth Australasian conference on Information security - Volume 81
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SENSORCOMM '08 Proceedings of the 2008 Second International Conference on Sensor Technologies and Applications
An improved approximation algorithm for data aggregation in multi-hop wireless sensor networks
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Computer Networks: The International Journal of Computer and Telecommunications Networking
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GSN '09 Proceedings of the 3rd International Conference on GeoSensor Networks
Adaptive distributed transforms for irregularly sampled Wireless Sensor Networks
ICASSP '09 Proceedings of the 2009 IEEE International Conference on Acoustics, Speech and Signal Processing
Quality- and energy-aware data compression by aggregation in WSN data streams
PERCOM '09 Proceedings of the 2009 IEEE International Conference on Pervasive Computing and Communications
Compressive data gathering for large-scale wireless sensor networks
Proceedings of the 15th annual international conference on Mobile computing and networking
PRESTO: feedback-driven data management in sensor networks
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IEEE Transactions on Wireless Communications
EWSN'07 Proceedings of the 4th European conference on Wireless sensor networks
Towards in-network data prediction in wireless sensor networks
Proceedings of the 2010 ACM Symposium on Applied Computing
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A Hierarchy Energy Driven Architecture for Wireless Sensor Networks
WAINA '10 Proceedings of the 2010 IEEE 24th International Conference on Advanced Information Networking and Applications Workshops
Radio Sleep Mode Optimization in Wireless Sensor Networks
IEEE Transactions on Mobile Computing
A QoS-aware data aggregation in wireless sensor networks
ICACT'10 Proceedings of the 12th international conference on Advanced communication technology
Pattern mutation in wireless sensor deployment
INFOCOM'10 Proceedings of the 29th conference on Information communications
Optimized Data Aggregation in WSNs Using Adaptive ARMA
SENSORCOMM '10 Proceedings of the 2010 Fourth International Conference on Sensor Technologies and Applications
Transform-based distributed data gathering
IEEE Transactions on Signal Processing
Complexity of Data Collection, Aggregation, and Selection for Wireless Sensor Networks
IEEE Transactions on Computers
Practical data compression in wireless sensor networks: A survey
Journal of Network and Computer Applications
PAQ: time series forecasting for approximate query answering in sensor networks
EWSN'06 Proceedings of the Third European conference on Wireless Sensor Networks
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IEEE Communications Surveys & Tutorials
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An application-specific protocol architecture for wireless microsensor networks
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Noiseless coding of correlated information sources
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Rate-distortion for correlated sources with partially separated encoders
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Signal Reconstruction From Noisy Random Projections
IEEE Transactions on Information Theory
The Distributed Karhunen–Loève Transform
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Joint Source–Channel Communication for Distributed Estimation in Sensor Networks
IEEE Transactions on Information Theory
Optimal information extraction in energy-limited wireless sensor networks
IEEE Journal on Selected Areas in Communications
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Wireless sensor networks (WSNs) are highly resource constrained in terms of power supply, memory capacity, communication bandwidth, and processor performance. Compression of sampling, sensor data, and communications can significantly improve the efficiency of utilization of three of these resources, namely, power supply, memory and bandwidth. Recently, there have been a large number of proposals describing compression algorithms for WSNs. These proposals are diverse and involve different compression approaches. It is high time that these individual efforts are put into perspective and a more holistic view taken. In this article, we take a step in that direction by presenting a survey of the literature in the area of compression and compression frameworks in WSNs. A comparative study of the various approaches is also provided. In addition, open research issues, challenges and future research directions are highlighted.