Sdlib: a sensor network data and communications library for rapid and robust application development
Proceedings of the 5th international conference on Information processing in sensor networks
Constraint chaining: on energy-efficient continuous monitoring in sensor networks
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
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
Optimized query planning of continuous aggregation queries in dynamic data dissemination networks
Proceedings of the 16th international conference on World Wide Web
Streaming in a connected world: querying and tracking distributed data streams
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Outlier detection in sensor networks
Proceedings of the 8th ACM international symposium on Mobile ad hoc networking and computing
ASAP: An Adaptive Sampling Approach to Data Collection in Sensor Networks
IEEE Transactions on Parallel and Distributed Systems
Network scheduling for data archiving applications in sensor networks
DMSN '06 Proceedings of the 3rd workshop on Data management for sensor networks: in conjunction with VLDB 2006
Suppression and failures in sensor networks: a Bayesian approach
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
MIST: distributed indexing and querying in sensor networks using statistical models
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Probabilistic graphical models and their role in databases
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)
Exploiting data correlation for multi-scale processing in sensor networks
Proceedings of the 2nd international conference on Scalable information systems
Correlation-based data dissemination in traffic monitoring sensor networks
CoNEXT '06 Proceedings of the 2006 ACM CoNEXT conference
Efficient fume diffusion spotting in heterogeneous sensor networks
Proceedings of the 1st ACM international workshop on Heterogeneous sensor and actor networks
MCDB: a monte carlo approach to managing uncertain data
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Toward multi-level modeling of robotic sensor networks: a case study in acoustic event monitoring
Proceedings of the 1st international conference on Robot communication and coordination
Complex event processing over uncertain data
Proceedings of the second international conference on Distributed event-based systems
ACM Transactions on Sensor Networks (TOSN)
Asynchronous in-network prediction: Efficient aggregation in sensor networks
ACM Transactions on Sensor Networks (TOSN)
Robust and efficient aggregate query processing in wireless sensor networks
Mobile Networks and Applications
A Bayesian Multilevel Modeling Approach for Data Query in Wireless Sensor Networks
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
Efficient Data Collection and Selective Queries in Sensor Networks
GeoSensor Networks
DCOSS '08 Proceedings of the 4th IEEE international conference on Distributed Computing in Sensor Systems
Quality-Aware Probing of Uncertain Data with Resource Constraints
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
Smart Sensing and Sensor Data Collection on the Move for Modelling Intelligent Environments
NEW2AN '08 / ruSMART '08 Proceedings of the 8th international conference, NEW2AN and 1st Russian Conference on Smart Spaces, ruSMART on Next Generation Teletraffic and Wired/Wireless Advanced Networking
Summarizing Distributed Data Streams for Storage in Data Warehouses
DaWaK '08 Proceedings of the 10th international conference on Data Warehousing and Knowledge Discovery
Geosensor Data Abstraction for Environmental Monitoring Application
GIScience '08 Proceedings of the 5th international conference on Geographic Information Science
IEEE/ACM Transactions on Networking (TON)
Generating efficient safe query plans for probabilistic databases
Data & Knowledge Engineering
A methodology for in-network evaluation of integrated logical-statistical models
Proceedings of the 6th ACM conference on Embedded network sensor systems
Energy conservation in wireless sensor networks: A survey
Ad Hoc Networks
A query processor for prediction-based monitoring of data streams
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
An Effective and Efficient Method for Handling Transmission Failures in Sensor Networks
DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications
An improved approximation algorithm for data aggregation in multi-hop wireless sensor networks
Proceedings of the 2nd ACM international workshop on Foundations of wireless ad hoc and sensor networking and computing
A data collection protocol for real-time sensor applications
Pervasive and Mobile Computing
A combined inductive and deductive sense data extraction and visualisation service
Proceedings of the 2009 international conference on Pervasive services
Multi-armed Bandits with Metric Switching Costs
ICALP '09 Proceedings of the 36th Internatilonal Collogquium on Automata, Languages and Programming: Part II
Application Domain Driven Data Visualisation Framework for Wireless Sensor Networks
UIC '09 Proceedings of the 6th International Conference on Ubiquitous Intelligence and Computing
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
PRESTO: feedback-driven data management in sensor networks
IEEE/ACM Transactions on Networking (TON)
Tuning complex event processing rules using the prediction-correction paradigm
Proceedings of the Third ACM International Conference on Distributed Event-Based Systems
Journal of Systems and Software
EDGES: Efficient data gathering in sensor networks using temporal and spatial correlations
Journal of Systems and Software
DEAMON: energy-efficient sensor monitoring
SECON'09 Proceedings of the 6th Annual IEEE communications society conference on Sensor, Mesh and Ad Hoc Communications and Networks
A wavelet transform for efficient consolidation of sensor relations with quality guarantees
Proceedings of the VLDB Endowment
Enabling ε-approximate querying in sensor networks
Proceedings of the VLDB Endowment
Design of Wireless Sensor Networks with Filtering Duplicate Audio Signals
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
An optimized algorithm for approximate k-NN queries in wireless sensor networks
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
GMSVM-based prediction for temporal data aggregation in sensor networks
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
DCOSS'07 Proceedings of the 3rd IEEE international conference on Distributed computing in sensor systems
Continuous approximate window queries in wireless sensor networks
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
A two round reporting approach to energy efficient interpolation of sensor fields
SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases
Predictive modeling-based data collection in wireless sensor networks
EWSN'08 Proceedings of the 5th European conference on Wireless sensor networks
Scalable data collection in sensor networks
HiPC'08 Proceedings of the 15th international conference on High performance computing
Region extreme value query in sensor networks
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
Efficient data collection for wireless networks: delay and energy tradeoffs
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
An approach for iterative event pattern recommendation
Proceedings of the Fourth ACM International Conference on Distributed Event-Based Systems
Bernoulli sampling based (ε, δ)-approximate aggregation in large-scale sensor networks
INFOCOM'10 Proceedings of the 29th conference on Information communications
On computing compression trees for data collection in wireless sensor networks
INFOCOM'10 Proceedings of the 29th conference on Information communications
Transform-based distributed data gathering
IEEE Transactions on Signal Processing
IKNOS: inference and knowledge in networks of sensors
International Journal of Sensor Networks
Combining intensional with extensional query evaluation in tuple independent probabilistic databases
Information Sciences: an International Journal
SNEE: a query processor for wireless sensor networks
Distributed and Parallel Databases
Efficient measurement generation and pervasive sparsity for compressive data gathering
IEEE Transactions on Wireless Communications
Multi-Source Temporal Data Aggregation in Wireless Sensor Networks
Wireless Personal Communications: An International Journal
Modeling and detecting events for sensor networks
Information Fusion
Cost based in-network join strategy in tree routing sensor networks
Information Sciences: an International Journal
Optimizing in-network aggregate queries in wireless sensor networks for energy saving
Data & Knowledge Engineering
The monte carlo database system: Stochastic analysis close to the data
ACM Transactions on Database Systems (TODS)
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
Model-Aided data collecting for wireless sensor networks
HPCC'06 Proceedings of the Second international conference on High Performance Computing and Communications
Pattern-based event detection in sensor networks
Distributed and Parallel Databases
Data caching-based query processing in multi-sink wireless sensor networks
International Journal of Sensor Networks
PAQ: time series forecasting for approximate query answering in sensor networks
EWSN'06 Proceedings of the Third European conference on Wireless Sensor Networks
Survey: Streaming techniques and data aggregation in networks of tiny artefacts
Computer Science Review
Minimum-time aggregation scheduling in duty-cycled wireless sensor networks
Journal of Computer Science and Technology - Special issue on Natural Language Processing
Collaborating with correlation for energy efficient WSN
Proceedings of the first ACM international workshop on Mission-oriented wireless sensor networking
Dispersion-based prediction framework for estimating missing values in wireless sensor networks
International Journal of Sensor Networks
Just send me the summary!: analyzing sensor data for accurate summary reports in indoor environments
Proceedings of the 10th ACM Conference on Embedded Network Sensor Systems
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
Leveraging graphical models to improve accuracy and reduce privacy risks of mobile sensing
Proceeding of the 11th annual international conference on Mobile systems, applications, and services
Proceedings of the 10th ACM symposium on Performance evaluation of wireless ad hoc, sensor, & ubiquitous networks
Compression in wireless sensor networks: A survey and comparative evaluation
ACM Transactions on Sensor Networks (TOSN)
Sketch-based geometric monitoring of distributed stream queries
Proceedings of the VLDB Endowment
QoS-aware adaptive data collection in wireless sensor networks
Proceedings of the 8th International Conference on Ubiquitous Information Management and Communication
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Wireless sensor networks are proving to be useful in a variety of settings. A core challenge in these networks is to minimize energy consumption. Prior database research has proposed to achieve this by pushing data-reducing operators like aggregation and selection down into the network. This approach has proven unpopular with early adopters of sensor network technology, who typically want to extract complete "dumps" of the sensor readings, i.e., to run "SELECT *" queries. Unfortunately, because these queries do no data reduction, they consume significant energy in current sensornet query processors. In this paper we attack the "SELECT " problem for sensor networks. We propose a robust approximate technique called Ken that uses replicated dynamic probabilistic models to minimize communication from sensor nodes to the network's PC base station. In addition to data collection, we show that Ken is well suited to anomaly- and event-detection applications. A key challenge in this work is to intelligently exploit spatial correlations across sensor nodes without imposing undue sensor-to-sensor communication burdens to maintain the models. Using traces from two real-world sensor network deployments, we demonstrate that relatively simple models can provide significant communication (and hence energy) savings without undue sacrifice in result quality or frequency. Choosing optimally among even our simple models is NPhard, but our experiments show that a greedy heuristic performs nearly as well as an exhaustive algorithm.