Knowledge Discovery from Sensor Data - Rilegato

Rilegato

ISBN 10: 1420082329 ISBN 13: 9781420082326

Casa editrice: CRC Press, 2008

Riassunto

As sensors become ubiquitous, a set of broad requirements is beginning to emerge across high-priority applications including disaster preparedness and management, adaptability to climate change, national or homeland security, and the management of critical infrastructures. This book presents innovative solutions in offline data mining and real-time analysis of sensor or geographically distributed data. It discusses the challenges and requirements for sensor data based knowledge discovery solutions in high-priority application illustrated with case studies. It explores the fusion between heterogeneous data streams from multiple sensor types and applications in science, engineering, and security.

Su questo libro

Contenuti

A Probabilistic Framework for Mining Distributed Sensory Data Under Data Sharing Constraints, J. Ghosh

A General Framework for Mining Massive Data Streams, P. Domingos and G. Hulten

A Sensor Network Data Model for the Discovery of Spatio-Temporal Patterns, B. George, J.M. Kang, and S. Shekhar

Requirements for Clustering Streaming Sensors, P.P. Rodrigues, J. Gama, and L. Lopes

Principal Component Aggregation for Energy-Efficient Information Extraction in Wireless Sensor Networks, Y.-A. Le Borgne, J.-M Dricot, and G. Bontempi

Anomaly Detection in Transportation Corridors Using Manifold Embedding, A. Agovic, A. Banerjee, A.R. Ganguly, and V. Protopopescu

Fusion of Vision Inertial Data for Automatic Georeferencing, D.I.B. Randeniya, M. Gunaratne, and S. Sarkar

Electricity Load Forecast Using Data Streams Techniques, J. Gama and P.P. Rodrigues

Missing Event Prediction in Sensor Data Streams Using Kalman Filters, N.N. Vijayakumar and B. Plale

Mining Temporal Relations in Smart Environment Data Using TempAl, V.R. Jakkula and D.J. Cook

Index

Dettagli dell?edizione

• Editore: CRC Press
• Data di pubblicazione: 2008
• ISBN 10: 1420082329
• ISBN 13: 9781420082326
• Rilegatura: Copertina rigida
• Lingua: Inglese
• Numero edizione: 1
• Numero di pagine: 215
• Redattore: Ganguly Auroop R., Gama Joao, Omitaomu Olufemi A., Gaber Mohamed, Vatsavai Ranga Raju