Adapive Modelling, Estimation and Fusion from Data: A Neurofuzzy Approach - Rilegato

Harris, Christopher John; Hong, Xia; Gan, Qiang

 
9783540426868: Adapive Modelling, Estimation and Fusion from Data: A Neurofuzzy Approach

Sinossi

This book brings together for the first time the complete theory of data based neurofuzzy modelling and the linguistic attributes of fuzzy logic in a single cohesive mathematical framework. After introducing the basic theory of data based modelling new concepts including extended additive and multiplicative submodels are developed. All of these algorithms are illustrated with benchmark examples to demonstrate their efficiency. The book aims at researchers and advanced professionals in time series modelling, empirical data modelling, knowledge discovery, data mining and data fusion.

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Dalla quarta di copertina

In a world of almost permanent and rapidly increasing electronic data availability, techniques of filtering, compressing, and interpreting this data to transform it into valuable and easily comprehensible information is of utmost importance. One key topic in this area is the capability to deduce future system behavior from a given data input. This book brings together for the first time the complete theory of data-based neurofuzzy modelling and the linguistic attributes of fuzzy logic in a single cohesive mathematical framework. After introducing the basic theory of data-based modelling, new concepts including extended additive and multiplicative submodels are developed and their extensions to state estimation and data fusion are derived. All these algorithms are illustrated with benchmark and real-life examples to demonstrate their efficiency. Chris Harris and his group have carried out pioneering work which has tied together the fields of neural networks and linguistic rule-based algortihms. This book is aimed at researchers and scientists in time series modeling, empirical data modeling, knowledge discovery, data mining, and data fusion.

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Altre edizioni note dello stesso titolo

9783642621192: Adaptive Modelling, Estimation and Fusion from Data: A Neurofuzzy Approach

Edizione in evidenza

ISBN 10:  3642621198 ISBN 13:  9783642621192
Casa editrice: Springer, 2012
Brossura