eBook: Fuzzy Cognitive Maps: A Tool for the Modeling and Simulation of Processes and Systems (DRM PDF)
 
電子書格式: DRM PDF
作者: Laszlo T. Koczy 
系列: Studies in Fuzziness and Soft Computing
分類: Artificial intelligence ,
Neural networks & fuzzy systems  
書城編號: 27660596


售價: $1554.00

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製造商: Springer Nature Switzerland
出版日期: 2023/12/15
ISBN: 9783031379598
 
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商品簡介
This book is considered as a monograph but also as a potential textbook for graduate students, focusing on the application of FCMs for modelling and analysing the behaviour of multicomponent systems. In the last two decades, no monograph or textbook has been published on the topic Fuzzy Cognitive Maps (FCM), so this new book is definitely filling a gap in the literature of computational intelligence. The book is built up didactically, the novel results in the field being presented in the way of starting with two real-life case studies, one in the area of waste management, while the other one in modelling bank management systems. In both cases, the book starts with explaining the applied problem and then presenting how the model construction is done and what problems emerge when attempts are made for applying directly earlier results on FCM modelling. In the first case study, the problem of the oversimplification leads to inadequacy of the model, and then it is shown how new, much finer models can be built up based on expert domain knowledge. Then, the new problem of losing transparency and interpretability emerges, and as a solution, a new algorithm family is proposed that reduces FCMs to fewer components, while preserving the essential characteristics of the original model.The second case study raises the problems of stability and sensitivity of FCMs, especially, considering that expert knowledge is often uncertain and subjective. The new results summarised in the book target the questions of how to ascertain whether an FCM is converging to one or several fixed point attractors, whether there is a bifurcation when parameters are changing, etc. Both problems deal with the ultimate question whether the system modelled is stable and sustainable.
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Laszlo T. Koczy 作者作品表

eBook: Fuzzy Cognitive Maps: A Tool for the Modeling and Simulation of Processes and Systems (DRM PDF)

eBook: Fuzzy Cognitive Maps: A Tool for the Modeling and Simulation of Processes and Systems (DRM EPUB)

Fuzzy Cognitive Maps: A Tool for the Modeling and Simulation of Processes and Systems (2023) (Hardcover)

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