Probabilistic reasoning in intelligent systems: networks of plausible inference
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Sensor models and multisensor integration
International Journal of Robotics Research - Special Issue on Sensor Data Fusion
Tolerating failures of continuous-valued sensors
ACM Transactions on Computer Systems (TOCS)
The validity of Dempster-Shafer belief functions
International Journal of Approximate Reasoning - Special issue: The belief functions revisited: questions and answers
An introduction to signal detection and estimation (2nd ed.)
An introduction to signal detection and estimation (2nd ed.)
Fuzzy logic (abstract): issues, contentions and perspectives
CSC '94 Proceedings of the 22nd annual ACM computer science conference on Scaling up : meeting the challenge of complexity in real-world computing applications: meeting the challenge of complexity in real-world computing applications
Image Interpretation Using Bayesian Networks
IEEE Transactions on Pattern Analysis and Machine Intelligence
Distributed algorithms for multicast path setup in data networks
IEEE/ACM Transactions on Networking (TON)
The data compression book (2nd ed.)
The data compression book (2nd ed.)
Self-organizing maps
Multi-sensor fusion: fundamentals and applications with software
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The scientist and engineer's guide to digital signal processing
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Mobile agents and the future of the internet
ACM SIGOPS Operating Systems Review
Intrusion detection systems and multisensor data fusion
Communications of the ACM
Wireless integrated network sensors
Communications of the ACM
Fusion of Intelligent Agents for the Detection of Aircraft in SAR Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
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
Shape-based volumetric collision detection
VVS '00 Proceedings of the 2000 IEEE symposium on Volume visualization
Information Processing Letters
On Fusers that Perform Better than Best Sensor
IEEE Transactions on Pattern Analysis and Machine Intelligence
Localized algorithms in wireless ad-hoc networks: location discovery and sensor exposure
MobiHoc '01 Proceedings of the 2nd ACM international symposium on Mobile ad hoc networking & computing
Negotiation-based protocols for disseminating information in wireless sensor networks
Wireless Networks - Selected Papers from Mobicom'99
Distributed Detection and Data Fusion
Distributed Detection and Data Fusion
Sensor and Data Fusion Concepts and Applications
Sensor and Data Fusion Concepts and Applications
Mathematical Techniques in Multisensor Data Fusion
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Pattern Recognition with Fuzzy Objective Function Algorithms
Pattern Recognition with Fuzzy Objective Function Algorithms
Object persistence for synthetic creatures
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 3
Audio-visual speech recognition using red exclusion and neural networks
ACSC '02 Proceedings of the twenty-fifth Australasian conference on Computer science - Volume 4
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
A coverage-preserving node scheduling scheme for large wireless sensor networks
WSNA '02 Proceedings of the 1st ACM international workshop on Wireless sensor networks and applications
Multisensor Data Fusion
Information Theory and Reliable Communication
Information Theory and Reliable Communication
Exposure in wireless sensor networks: theory and practical solutions
Wireless Networks
Wireless sensor networks: a survey
Computer Networks: The International Journal of Computer and Telecommunications Networking
The cougar approach to in-network query processing in sensor networks
ACM SIGMOD Record
Maté: a tiny virtual machine for sensor networks
Proceedings of the 10th international conference on Architectural support for programming languages and operating systems
Grid Coverage for Surveillance and Target Location in Distributed Sensor Networks
IEEE Transactions on Computers
Directed diffusion for wireless sensor networking
IEEE/ACM Transactions on Networking (TON)
Contour Tracking by Stochastic Propagation of Conditional Density
ECCV '96 Proceedings of the 4th European Conference on Computer Vision-Volume I - Volume I
The Impact of Data Aggregation in Wireless Sensor Networks
ICDCSW '02 Proceedings of the 22nd International Conference on Distributed Computing Systems
Energy-Efficient Communication Protocol for Wireless Microsensor Networks
HICSS '00 Proceedings of the 33rd Hawaii International Conference on System Sciences-Volume 8 - Volume 8
ISCC '03 Proceedings of the Eighth IEEE International Symposium on Computers and Communications
TAG: a Tiny AGgregation service for ad-hoc sensor networks
ACM SIGOPS Operating Systems Review - OSDI '02: Proceedings of the 5th symposium on Operating systems design and implementation
Impact of Network Density on Data Aggregation in Wireless Sensor Networks
ICDCS '02 Proceedings of the 22 nd International Conference on Distributed Computing Systems (ICDCS'02)
Head Tracking by Active Particle Filtering
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
An Introduction to the Kalman Filter
An Introduction to the Kalman Filter
Maintaining the time in a distributed system: an example of a loosely-coupled distributed service (synchronization, fault-tolerance, debugging)
Efficient algorithms for maximum lifetime data gathering and aggregation in wireless sensor networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
TiNA: a scheme for temporal coherency-aware in-network aggregation
Proceedings of the 3rd ACM international workshop on Data engineering for wireless and mobile access
Role-based hierarchical self organization for wireless ad hoc sensor networks
WSNA '03 Proceedings of the 2nd ACM international conference on Wireless sensor networks and applications
Data-centric storage in sensornets with GHT, a geographic hash table
Mobile Networks and Applications
The n-hop multilateration primitive for node localization problems
Mobile Networks and Applications
Abductive reasoning with recurrent neural networks
Neural Networks - 2003 Special issue: Advances in neural networks research IJCNN'03
Proceedings of the 1st international conference on Embedded networked sensor systems
The First ACM Conference on Embedded Networked
Taming the underlying challenges of reliable multihop routing in sensor networks
Proceedings of the 1st international conference on Embedded networked sensor systems
Multi-dimensional range queries in sensor networks
Proceedings of the 1st international conference on Embedded networked sensor systems
DFuse: a framework for distributed data fusion
Proceedings of the 1st international conference on Embedded networked sensor systems
Timing-sync protocol for sensor networks
Proceedings of the 1st international conference on Embedded networked sensor systems
Tracking a moving object with a binary sensor network
Proceedings of the 1st international conference on Embedded networked sensor systems
Matching data dissemination algorithms to application requirements
Proceedings of the 1st international conference on Embedded networked sensor systems
Towards multisensor data fusion for DoS detection
Proceedings of the 2004 ACM symposium on Applied computing
IEEE Transactions on Computers
Proceedings of the 3rd international symposium on Information processing in sensor networks
Third International Symposium on Information Processing in Sensor Networks 2004
Distributed regression: an efficient framework for modeling sensor network data
Proceedings of the 3rd international symposium on Information processing in sensor networks
Distributed optimization in sensor networks
Proceedings of the 3rd international symposium on Information processing in sensor networks
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
Distributed particle filters for sensor networks
Proceedings of the 3rd international symposium on Information processing in sensor networks
Backcasting: adaptive sampling for 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
A probabilistic approach to inference with limited information in sensor networks
Proceedings of the 3rd international symposium on Information processing in sensor networks
Improved interval-based clock synchronization in sensor networks
Proceedings of the 3rd international symposium on Information processing in sensor networks
Loss inference in wireless sensor networks based on data aggregation
Proceedings of the 3rd international symposium on Information processing in sensor networks
Internal synchronization of drift-constraint clocks in ad-hoc sensor networks
Proceedings of the 5th ACM international symposium on Mobile ad hoc networking and computing
AIDA: Adaptive application-independent data aggregation in wireless sensor networks
ACM Transactions on Embedded Computing Systems (TECS)
Adaptive stream resource management using Kalman Filters
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Localization for mobile sensor networks
Proceedings of the 10th annual international conference on Mobile computing and networking
Versatile low power media access for wireless sensor networks
SenSys '04 Proceedings of the 2nd international conference on Embedded networked sensor systems
Journal of Parallel and Distributed Computing
Collaborative Data Fusion Tracking in Sensor Networks using Monte Carlo Methods
LCN '04 Proceedings of the 29th Annual IEEE International Conference on Local Computer Networks
How to reconcile fault-tolerant interval intersection with the Lipschitz condition
Distributed Computing
New sequential Monte Carlo methods for nonlinear dynamic systems
Statistics and Computing
TinyDB: an acquisitional query processing system for sensor networks
ACM Transactions on Database Systems (TODS) - Special Issue: SIGMOD/PODS 2003
Sensor management using an active sensing approach
Signal Processing
Design and implementation of a framework for efficient and programmable sensor networks
Proceedings of the 1st international conference on Mobile systems, applications and services
Cluster-Head Election Using Fuzzy Logic for Wireless Sensor Networks
CNSR '05 Proceedings of the 3rd Annual Communication Networks and Services Research Conference
ICDCS '05 Proceedings of the 25th IEEE International Conference on Distributed Computing Systems
Semantics-based optimization across uncoordinated tasks in networked embedded systems
Proceedings of the 5th ACM international conference on Embedded software
Blind decoding of multiple description codes over OFDM systems via sequential Monte Carlo
EURASIP Journal on Wireless Communications and Networking - Special issue on advanced signal processing algorithms for wireless communications
MOBMAC " An Energy Efficient and Low Latency MAC for Mobile Wireless Sensor Networks
ICW '05 Proceedings of the 2005 Systems Communications
A Scalable Correlation Aware Aggregation Strategy for Wireless Sensor Networks
WICON '05 Proceedings of the First International Conference on Wireless Internet
Proceedings of the 3rd international conference on Embedded networked sensor systems
ACM Conference on Embedded Network Sensor Systems
Z-MAC: a hybrid MAC for wireless sensor networks
Proceedings of the 3rd international conference on Embedded networked sensor systems
Lightweight detection and classification for wireless sensor networks in realistic environments
Proceedings of the 3rd international conference on Embedded networked sensor systems
Algorithms for generic role assignment in wireless sensor networks
Proceedings of the 3rd international conference on Embedded networked sensor systems
EasiPC: A Packet Compression Mechanism for Embedded WSN
RTCSA '05 Proceedings of the 11th IEEE International Conference on Embedded and Real-Time Computing Systems and Applications
Time synchronization attacks in sensor networks
Proceedings of the 3rd ACM workshop on Security of ad hoc and sensor networks
Distributed Source Coding in Wireless Sensor Networks
Proceedings of the Second International Conference on Quality of Service in Heterogeneous Wired/Wireless Networks
On Distributed Fault-Tolerant Detection in Wireless Sensor Networks
IEEE Transactions on Computers
Energy-efficient data organization and query processing in sensor networks
ACM SIGBED Review - Special issue: Best of sensys 2004 work-in-progress
Proceedings of the 5th international conference on Information processing in sensor networks
The Fifth International Conference on Information Processing in Sensor Networks 2006
Decentralized compression and predistribution via randomized gossiping
Proceedings of the 5th international conference on Information processing in sensor networks
Active learning for adaptive mobile sensing 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
On the interdependence of sensing and estimation complexity in sensor networks
Proceedings of the 5th international conference on Information processing in sensor networks
A space-time diffusion scheme for peer-to-peer least-squares estimation
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
An architecture for distributed wavelet analysis and processing in 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
Proceedings of the 5th international conference on Information processing in sensor networks
Tinker: a tool for designing data-centric sensor networks
Proceedings of the 5th international conference on Information processing in sensor networks
Robust distributed node localization with error management
Proceedings of the 7th ACM international symposium on Mobile ad hoc networking and computing
Fundamental scaling laws for energy-efficient storage and querying in wireless sensor networks
Proceedings of the 7th ACM international symposium on Mobile ad hoc networking and computing
Data storage placement in sensor networks
Proceedings of the 7th ACM international symposium on Mobile ad hoc networking and computing
MDM '06 Proceedings of the 7th International Conference on Mobile Data Management
A Meta-Data-Based Data Aggregation Scheme in Clustering Wireless Sensor Networks
MDM '06 Proceedings of the 7th International Conference on Mobile Data Management
SCAR: context-aware adaptive routing in delay tolerant mobile sensor networks
Proceedings of the 2006 international conference on Wireless communications and mobile computing
Minimal transmission power as distance estimation for precise localization in sensor networks
Proceedings of the 2006 international conference on Wireless communications and mobile computing
A scheme for robust distributed sensor fusion based on average consensus
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
Approximate distributed Kalman filtering in sensor networks with quantifiable performance
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
Robustness vs. efficiency in sensor networks
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
Separating distributed source coding from network coding
IEEE/ACM Transactions on Networking (TON) - Special issue on networking and information theory
On Demand Role Assignment for Event-Detection in Sensor Networks
ISCC '06 Proceedings of the 11th IEEE Symposium on Computers and Communications
Interference-aware fair rate control in wireless sensor networks
Proceedings of the 2006 conference on Applications, technologies, architectures, and protocols for computer communications
Probabilistic abductive computation of evidence collection strategies in crime investigation
ICAIL '05 Proceedings of the 10th international conference on Artificial intelligence and law
AICCSA '05 Proceedings of the ACS/IEEE 2005 International Conference on Computer Systems and Applications
On Computing Mobile Agent Routes for Data Fusion in Distributed Sensor Networks
IEEE Transactions on Knowledge and Data Engineering
Adaptive and decentralized operator placement for in-network query processing
IPSN'03 Proceedings of the 2nd international conference on Information processing in sensor networks
Beyond average: toward sophisticated sensing with queries
IPSN'03 Proceedings of the 2nd international conference on Information processing in sensor networks
Future directions in distributed computing
Information fusion for data dissemination in self-organizing wireless sensor networks
ICN'05 Proceedings of the 4th international conference on Networking - Volume Part I
Semantic streams: a framework for composable semantic interpretation of sensor data
EWSN'06 Proceedings of the Third European conference on Wireless Sensor Networks
Source Localization and Tracking Using Distributed Asynchronous Sensors
IEEE Transactions on Signal Processing
Relative location estimation in wireless sensor networks
IEEE Transactions on Signal Processing
Distributed EM algorithms for density estimation and clustering in sensor networks
IEEE Transactions on Signal Processing
A survey of convergence results on particle filtering methods forpractitioners
IEEE Transactions on Signal Processing
IEEE Transactions on Signal Processing
Target Location Estimation in Sensor Networks With Quantized Data
IEEE Transactions on Signal Processing
Distributed Detection in Sensor Networks With Packet Losses and Finite Capacity Links
IEEE Transactions on Signal Processing
A tutorial on particle filters for online nonlinear/non-GaussianBayesian tracking
IEEE Transactions on Signal Processing
Active networks: Applications, security, safety, and architectures
IEEE Communications Surveys & Tutorials
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Information Theory
Distributed source coding using syndromes (DISCUS): design and construction
IEEE Transactions on Information Theory
Network information flow with correlated sources
IEEE Transactions on Information Theory
Signal Reconstruction From Noisy Random Projections
IEEE Transactions on Information Theory
The distinctive design characteristic of a wireless sensor network: the energy map
Computer Communications
Estimating inhomogeneous fields using wireless sensor networks
IEEE Journal on Selected Areas in Communications
Dynamic sensor collaboration via sequential Monte Carlo
IEEE Journal on Selected Areas in Communications
Joint multiple target tracking and classification in collaborative sensor networks
IEEE Journal on Selected Areas in Communications
Nonparametric belief propagation for self-localization of sensor networks
IEEE Journal on Selected Areas in Communications
Error estimation in wireless sensor networks
Proceedings of the 2008 ACM symposium on Applied computing
Collaborative query processing among heterogeneous sensor networks
Proceedings of the 1st ACM international workshop on Heterogeneous sensor and actor networks
Information fusion in wireless sensor networks
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Vehicular Ad Hoc Networks: A New Challenge for Localization-Based Systems
Computer Communications
An in-network reduction algorithm for real-time wireless sensor network applications
Proceedings of the 4th ACM workshop on Wireless multimedia networking and performance modeling
Quality-driven human-centered approach for service provisioning in ambient environment
HCC '08 Proceedings of the 3rd ACM international workshop on Human-centered computing
Engineering of Software-Intensive Systems: State of the Art and Research Challenges
Software-Intensive Systems and New Computing Paradigms
Information fusion for computer security: State of the art and open issues
Information Fusion
A reactive role assignment for data routing in event-based wireless sensor networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Energy Adaptive Sensor Scheduling for Noisy Sensor Measurements
DCOSS '09 Proceedings of the 5th IEEE International Conference on Distributed Computing in Sensor 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
A software architecture for the deployment of executable transformation models
Proceedings of the 2009 International Conference on Wireless Communications and Mobile Computing: Connecting the World Wirelessly
Multi-target cell tracking based on classic kinetics
Proceedings of the 2009 International Conference on Wireless Communications and Mobile Computing: Connecting the World Wirelessly
A reliable and data aggregation aware routing protocol for wireless sensor networks
Proceedings of the 12th ACM international conference on Modeling, analysis and simulation of wireless and mobile systems
Proceedings of the 12th ACM international conference on Modeling, analysis and simulation of wireless and mobile systems
Proceedings of the 12th ACM international conference on Modeling, analysis and simulation of wireless and mobile systems
Cooperative distance classification using an IEEE 802.15.4-compliant transceiver
WCNC'09 Proceedings of the 2009 IEEE conference on Wireless Communications & Networking Conference
Distributive target tracking in sensor networks with a Markov random field model
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
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
A wavelet-based sampling algorithm for wireless sensor networks applications
Proceedings of the 2010 ACM Symposium on Applied Computing
Assessing the communication performance of wireless sensor networks in rainforests
WD'09 Proceedings of the 2nd IFIP conference on Wireless days
A scalable and dynamic data aggregation aware routing protocol for wireless sensor networks
Proceedings of the 13th ACM international conference on Modeling, analysis, and simulation of wireless and mobile systems
Modeling and assessing quality of information in multisensor multimedia monitoring systems
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Introducing mobile devices into Grid systems: a survey
International Journal of Web and Grid Services
Dynamic timeout for data aggregation in wireless sensor networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Low-power distributed Kalman filter for wireless sensor networks
EURASIP Journal on Embedded Systems
WS-Aggregation: distributed aggregation of web services data
Proceedings of the 2011 ACM Symposium on Applied Computing
Cooperation in static and mobile sensor-based platforms for situation, activity and goal awareness
Proceedings of the 2011 international workshop on Situation activity & goal awareness
Proceedings of the 14th ACM international conference on Modeling, analysis and simulation of wireless and mobile systems
Knowledge-based multi-criteria optimization to support indoor positioning
Annals of Mathematics and Artificial Intelligence
WSNs clustering based on semantic neighborhood relationships
Computer Networks: The International Journal of Computer and Telecommunications Networking
Design and implementation of a robust sensor data fusion system for unknown signals
DCOSS'10 Proceedings of the 6th IEEE international conference on Distributed Computing in Sensor Systems
Sensor activation and radius adaptation (SARA) in heterogeneous sensor networks
ACM Transactions on Sensor Networks (TOSN)
S2S: a peer to peer protocol for participative sensing
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Deriving a unified fault taxonomy for event-based systems
Proceedings of the 6th ACM International Conference on Distributed Event-Based Systems
Energy-efficient design of wireless sensor networks based on finite energy budget
Computer Communications
Granularity of weighted averages and use of rate statistics in AggPro
Proceedings of the Winter Simulation Conference
A fuzzy control framework for wireless sensor networks
International Journal of Sensor Networks
Wireless Personal Communications: An International Journal
Spatial query processing in wireless sensor networks - A survey
Information Fusion
Adaptive interaction support in ambient-aware environments based on quality of context information
Multimedia Tools and Applications
Dynamic weighted aggregation for normality analysis in intelligent surveillance systems
Expert Systems with Applications: An International Journal
A framework for selection and fusion of pattern classifiers in multimedia recognition
Pattern Recognition Letters
Cooperation as a service in VANET: Implementation and simulation results
Mobile Information Systems
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Wireless sensor networks produce a large amount of data that needs to be processed, delivered, and assessed according to the application objectives. The way these data are manipulated by the sensor nodes is a fundamental issue. Information fusion arises as a response to process data gathered by sensor nodes and benefits from their processing capability. By exploiting the synergy among the available data, information fusion techniques can reduce the amount of data traffic, filter noisy measurements, and make predictions and inferences about a monitored entity. In this work, we survey the current state-of-the-art of information fusion by presenting the known methods, algorithms, architectures, and models of information fusion, and discuss their applicability in the context of wireless sensor networks.