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Book Cover for: Adaptive Modelling, Estimation and Fusion from Data: A Neurofuzzy Approach, Chris Harris

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

Chris Harris

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.

Book Details

  • Publisher: Springer
  • Publish Date: Sep 21st, 2012
  • Pages: 323
  • Language: English
  • Edition: Softcover Repri - undefined
  • Dimensions: 9.21in - 6.14in - 0.71in - 1.05lb
  • EAN: 9783642621192
  • Categories: Artificial Intelligence - Computer Vision & Pattern RecognitData Science - GeneralProbability & Statistics - General

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Praise for this book

From the reviews:

"This is an account of a major development by a research group in Southampton University on the extension of adaptive techniques to nonlinear and nonstationary environments. ... There seems to be no doubt that this well-presented book is indispensable for anyone concerned with difficult nonlinear problems of control." (Alex M. Andrew, Robotica, Vol. 22, 2004)

"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. ... This book is aimed at researchers and scientists in time series modelling, empirical data modelling, knowledge discovery, data mining, and data fusion." (Nikolay Yakovlevich Tikhonenko, Zentralblatt MATH, Vol. 1005, 2003)