Multi-sensor fusion: fundamentals and applications with software
Multi-sensor fusion: fundamentals and applications with software
Analysis of Acoustic Signatures from Moving Vehicles UsingTime-Varying Autoregressive Models
Multidimensional Systems and Signal Processing
Connecting the Physical World with Pervasive Networks
IEEE Pervasive Computing
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Energy-based collaborative source localization using acoustic microsensor array
EURASIP Journal on Applied Signal Processing
Visualization of wormholes in sensor networks
Proceedings of the 3rd ACM workshop on Wireless security
A line in the sand: a wireless sensor network for target detection, classification, and tracking
Computer Networks: The International Journal of Computer and Telecommunications Networking - Special issue: Military communications systems and technologies
Universal distributed sensing via random projections
Proceedings of the 5th international conference on Information processing in sensor networks
Sensing capacity for discrete sensor network applications
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
CMOS image sensors for sensor networks
Analog Integrated Circuits and Signal Processing
An efficient heuristic for selecting active nodes in wireless sensor networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Vehicle classification in Sensor Networks using time-domain signal processing and Neural Networks
Microprocessors & Microsystems
Dual Antenna Receivers for High Data Rate Terminals
Wireless Personal Communications: An International Journal
Distributed classification of acoustic targets in wireless audio-sensor networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Collaborative Target Classification for Image Recognition in Wireless Sensor Networks
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Anytime classification for a pool of instances
Machine Learning
An efficient scheme of target classification and information fusion in wireless sensor networks
Personal and Ubiquitous Computing
Data fusion improves the coverage of wireless sensor networks
Proceedings of the 15th annual international conference on Mobile computing and networking
Vehicle speed estimation using acoustic wave patterns
IEEE Transactions on Signal Processing
Distributed visual-target-surveillance system in wireless sensor networks
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Bounded Kernel-Based Online Learning
The Journal of Machine Learning Research
ICIC'07 Proceedings of the intelligent computing 3rd international conference on Advanced intelligent computing theories and applications
Target classification in sparse sampling acoustic sensor networks using IDDC algorithm
EUC'07 Proceedings of the 2007 conference on Emerging direction in embedded and ubiquitous computing
A system for distributed event detection in wireless sensor networks
Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks
Hibernets: energy-efficient sensor networks using analog signal processing
Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks
Hibernets: energy-efficient sensor networks using analog signal processing
Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks
Sensor network based vehicle classification and license plate identification system
INSS'09 Proceedings of the 6th international conference on Networked sensing systems
Adaptive calibration for fusion-based wireless sensor networks
INFOCOM'10 Proceedings of the 29th conference on Information communications
Query-enabled sensor networks using the cyclic symmetric wakeup design
Wireless Networks
Distributed computing paradigm for target classification in sensor networks
ICIC'06 Proceedings of the 2006 international conference on Intelligent computing: Part II
Taxonomy, technology and applications of smart objects
Information Systems Frontiers
Pattern recognition in wireless sensor networks in presence of sensor failures
NNECFSIC'12 Proceedings of the 12th WSEAS international conference on Neural networks, fuzzy systems, evolutionary computing & automation
Operators for transforming kernels into quasi-local kernels that improve SVM accuracy
Journal of Intelligent Information Systems
Sequential classifier combination for pattern recognition in wireless sensor networks
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
TAKES: a fast method to select features in the kernel space
Proceedings of the 20th ACM international conference on Information and knowledge management
An efficient MAP classifier for sensornets
HiPC'06 Proceedings of the 13th international conference on High Performance Computing
Vehicle classification from traffic surveillance videos at a finer granularity
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Exploiting data fusion to improve the coverage of wireless sensor networks
IEEE/ACM Transactions on Networking (TON)
Adaptive calibration for fusion-based cyber-physical systems
ACM Transactions on Embedded Computing Systems (TECS)
Dispersion-based prediction framework for estimating missing values in wireless sensor networks
International Journal of Sensor Networks
S-Race: a multi-objective racing algorithm
Proceedings of the 15th annual conference on Genetic and evolutionary computation
System-level calibration for data fusion in wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
Mining associated sensor patterns for data stream of wireless sensor networks
Proceedings of the 8th ACM workshop on Performance monitoring and measurement of heterogeneous wireless and wired networks
Real-time classification via sparse representation in acoustic sensor networks
Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems
Co-regularized ensemble for feature selection
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Multi-view K-means clustering on big data
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Hybrid model of clustering and kernel autoassociator for reliable vehicle type classification
Machine Vision and Applications
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The task of classifying the types of moving vehicles in a distributed, wireless sensor network is investigated. Specifically, based on an extensive real world experiment, we have compiled a data set that consists of 820 MByte raw time series data, 70 MByte of preprocessed, extracted spectral feature vectors, and baseline classification results using the maximum likelihood classifier. The purpose of this paper is to detail the data collection procedure, the feature extraction and pre-processing steps, and baseline classifier development. The database is available for download at http://www.ece.wisc.edu/~sensit starting on July 2003.