Wireless integrated network sensors
Communications of the ACM
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
Machine Learning
Probabilistic Networks and Expert Systems
Probabilistic Networks and Expert Systems
Best-effort cache synchronization with source cooperation
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Wireless sensor networks for habitat monitoring
WSNA '02 Proceedings of the 1st ACM international workshop on Wireless sensor networks and applications
Evaluating probabilistic queries over imprecise data
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Energy Efficient Data Collection in Distributed Sensor Environments
ICDCS '04 Proceedings of the 24th International Conference on Distributed Computing Systems (ICDCS'04)
From ethnography to design in a vineyard
Proceedings of the 2003 conference on Designing for user experiences
Adaptive stream resource management using Kalman Filters
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
A resource--efficient time estimation for wireless sensor networks
Proceedings of the 2004 joint workshop on Foundations of mobile computing
Versatile low power media access for wireless sensor networks
SenSys '04 Proceedings of the 2nd international conference on Embedded networked sensor systems
Snapshot Queries: Towards Data-Centric Sensor Networks
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Approximate Data Collection in Sensor Networks using Probabilistic Models
ICDE '06 Proceedings of the 22nd International Conference on Data Engineering
Programming sensor networks using abstract regions
NSDI'04 Proceedings of the 1st conference on Symposium on Networked Systems Design and Implementation - Volume 1
Model-driven data acquisition in sensor networks
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
An energy-efficient querying framework in sensor networks for detecting node similarities
Proceedings of the 9th ACM international symposium on Modeling analysis and simulation of wireless and mobile systems
Suppression and failures in sensor networks: a Bayesian approach
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Approximate continuous querying over distributed streams
ACM Transactions on Database Systems (TODS)
ACM Transactions on Sensor Networks (TOSN)
International Journal of Network Management
DCOSS '08 Proceedings of the 4th IEEE international conference on Distributed Computing in Sensor Systems
Geosensor Data Abstraction for Environmental Monitoring Application
GIScience '08 Proceedings of the 5th international conference on Geographic Information Science
A skip-list approach for efficiently processing forecasting queries
Proceedings of the VLDB Endowment
Energy conservation in wireless sensor networks: A survey
Ad Hoc Networks
MWM: a map-based world model for wireless sensor networks
Autonomics '08 Proceedings of the 2nd International Conference on Autonomic Computing and Communication Systems
Dynamic update of data analysis models in emergency systems
Proceedings of the 2009 International Conference on Wireless Communications and Mobile Computing: Connecting the World Wirelessly
Energy-efficient data acquisition by adaptive sampling for wireless sensor networks
Proceedings of the 2009 International Conference on Wireless Communications and Mobile Computing: Connecting the World Wirelessly
Sensor ranking: A primitive for efficient content-based sensor search
IPSN '09 Proceedings of the 2009 International Conference on Information Processing in Sensor Networks
PRESTO: feedback-driven data management in sensor networks
IEEE/ACM Transactions on Networking (TON)
A wavelet transform for efficient consolidation of sensor relations with quality guarantees
Proceedings of the VLDB Endowment
Sensor faults: Detection methods and prevalence in real-world datasets
ACM Transactions on Sensor Networks (TOSN)
DCOSS'07 Proceedings of the 3rd IEEE international conference on Distributed computing in sensor systems
MCC: model-based continuous clustering in wireless sensor networks
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
IEEE Journal on Selected Areas in Communications - Special issue on simple wireless sensor networking solutions
Transform-based distributed data gathering
IEEE Transactions on Signal Processing
Online anomaly detection for sensor systems: A simple and efficient approach
Performance Evaluation
Query-enabled sensor networks using the cyclic symmetric wakeup design
Wireless Networks
IKNOS: inference and knowledge in networks of sensors
International Journal of Sensor Networks
SNEE: a query processor for wireless sensor networks
Distributed and Parallel Databases
Energy-aware data processing techniques for wireless sensor networks: a review
Transactions on large-scale data- and knowledge-centered systems III
An adaptive and composite spatio-temporal data compression approach for wireless sensor networks
Proceedings of the 14th ACM international conference on Modeling, analysis and simulation of wireless and mobile systems
Model refinement and data filtering in high-tunnel greenhouse sensor network
Proceedings of the 7th ACM symposium on QoS and security for wireless and mobile networks
Belief based data cleaning for wireless sensor networks
Wireless Communications & Mobile Computing
Efficient predictive monitoring of wireless sensor networks
International Journal of Autonomous and Adaptive Communications Systems
A clustering-based approximation scheme for in-network aggregation over sensor networks
UIC'07 Proceedings of the 4th international conference on Ubiquitous Intelligence and Computing
Dispersion-based prediction framework for estimating missing values in wireless sensor networks
International Journal of Sensor Networks
Continuous Location Dependent Queries in Mobile Wireless Sensor Networks
Wireless Personal Communications: An International Journal
Energy efficient data gathering using prediction-based filtering in wireless sensor networks
International Journal of Information and Communication Technology
Hybrid-Learning based data gathering in wireless sensor networks
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
Pushing a standard wireless sensor network stack for ultra-low data rates
Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems
Compression in wireless sensor networks: A survey and comparative evaluation
ACM Transactions on Sensor Networks (TOSN)
Prediction based quantile filter for top-k query processing in wireless sensor networks
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
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In this paper, we present a method for approximating the values of sensors in a wireless sensor network based on time series forecasting. More specifically, our approach relies on autoregressive models built at each sensor to predict local readings. Nodes transmit these local models to a sink node, which uses them to predict sensor values without directly communicating with sensors. When needed, nodes send information about outlier readings and model updates to the sink. We show that this approach can dramatically reduce the amount of communication required to monitor the readings of all sensors in a network, and demonstrate that our approach provides provably-correct, user-controllable error bounds on the predicted values of each sensor.