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Pattern Classification

Name: Pattern Classification
Brand: Springer London Ltd
SKU: 9781852333522
Price: 553.98 RON
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Neuro-fuzzy Methods and Their Comparison

Autor: Shigeo Abe

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Legare: Copertă tare

Editura: Springer London Ltd

Disponibilitate: În depozitul extern

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Neural networks have a learning capability but analysis of a trained network is difficult. On the ot...

Informații despre carte

Autor

Shigeo Abe

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2000

Pagini

327

EAN

9781852333522

ISBN

1852333529

Enbook ID

01435210

Editura

Springer London Ltd

Greutate

1480

Dimensiuni

155 x 235 x 23

Descriere completă

Neural networks have a learning capability but analysis of a trained network is difficult. On the other hand, extraction of fuzzy rules is difficult but once they have been extracted, it is relatively easy to analyze the fuzzy system. This book solves the above problems by developing new learning paradigms and architectures for neural networks and fuzzy systems. The book consists of two parts: Pattern Classification and Function Approximation. In the first part, based on the synthesis principle of the neural-network classifier: A new learning paradigm is discussed and classification performance and training time of the new paradigm for several real-world data sets are compared with those of the widely-used back-propagation algorithm; Fuzzy classifiers of different architectures based on fuzzy rules can be defined with hyperbox, polyhedral, or ellipsoidal regions. The book discusses the unified approach for training these fuzz y classifiers; The performance of the newly-developed fuzzy classifiers and the conventional classifiers such as nearest-neighbor classifiers and support vector machines are evaluated using several realworld data sets and their advantages and disadvantages are clarified. In the second part: Function approximation is discussed extending the discussions in the first part; Performance of the function approximators is compared. This book is aimed primarily at researchers and practitioners in the field of artificial intelligence and neural networks.

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Pattern Classification

Neuro-fuzzy Methods and Their Comparison

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