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Fuzzy neural network theory and application [[electronic resource] /] / Puyin Liu, Hongxing Li
| Fuzzy neural network theory and application [[electronic resource] /] / Puyin Liu, Hongxing Li |
| Autore | Liu Puyin |
| Pubbl/distr/stampa | River Edge, NJ, : World Scientific, c2004 |
| Descrizione fisica | 1 online resource (395 p.) |
| Disciplina | 006.32 |
| Altri autori (Persone) | LiHong-Xing <1953-> |
| Collana | Series in machine perception and artificial intelligence |
| Soggetto topico |
Neural networks (Computer science)
Fuzzy systems |
| Soggetto genere / forma | Electronic books. |
| ISBN |
1-281-93438-0
9786611934385 981-279-421-2 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Contents ; Foreword ; Preface ; Chapter I Introduction ; S1.1 Classification of fuzzy neural networks ; S1.2 Fuzzy neural networks with fuzzy operators ; S1.3 Puzzified neural networks ; 1.3.1 Learning algorithm for regular FNN's ; 1.3.2 Universal approximation of regular FNN's
S1.4 Fuzzy systems and fuzzy inference networks 1.4.1 Fuzzy systems ; 1.4.2 Fuzzy inference networks ; S1.5 Fuzzy techniques in image restoration ; 1.5.1 Crisp nonlinear filters ; 1.5.2 Fuzzy filters ; S1.6 Notations and preliminaries ; S1.7 Outline of the topics of the chapters References Chapter II Fuzzy Neural Networks for Storing and Classifying ; S2.1 Two layer max-min fuzzy associative memory ; 2.1.1 FAM with threshold ; 2.1.2 Simulation example ; S2.2 Fuzzy 6-learning algorithm ; 2.2.1 FAM's based on 'V - /\' ; 2.2.2 FAM's based on 'V - *' S2.3 BP learning algorithm of FAM's 2.3.1 Two analytic functions ; 2.3.2 BP learning algorithm ; S2.4 Fuzzy ART and fuzzy ARTMAP ; 2.4.1 ART1 architecture ; 2.4.2 Fuzzy ART ; 2.4.3 Fuzzy ARTMAP ; 2.4.4 Real examples ; References Chapter III Fuzzy Associative Memory-Feedback Networks S3.1 Fuzzy Hopfield networks ; 3.1.1 Attractor and attractive basin ; 3.1.2 Learning algorithm based on fault-tolerance ; 3.1.3 Simulation example ; S3.2 Fuzzy Hopfield network with threshold ; 3.2.1 Attractor and stability 3.2.2 Analysis of fault-tolerance |
| Record Nr. | UNINA-9910454290703321 |
Liu Puyin
|
||
| River Edge, NJ, : World Scientific, c2004 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Fuzzy neural network theory and application [[electronic resource] /] / Puyin Liu, Hongxing Li
| Fuzzy neural network theory and application [[electronic resource] /] / Puyin Liu, Hongxing Li |
| Autore | Liu Puyin |
| Pubbl/distr/stampa | River Edge, NJ, : World Scientific, c2004 |
| Descrizione fisica | 1 online resource (395 p.) |
| Disciplina | 006.32 |
| Altri autori (Persone) | LiHong-Xing <1953-> |
| Collana | Series in machine perception and artificial intelligence |
| Soggetto topico |
Neural networks (Computer science)
Fuzzy systems |
| ISBN |
1-281-93438-0
9786611934385 981-279-421-2 |
| Classificazione |
54.72
31.10 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Contents ; Foreword ; Preface ; Chapter I Introduction ; S1.1 Classification of fuzzy neural networks ; S1.2 Fuzzy neural networks with fuzzy operators ; S1.3 Puzzified neural networks ; 1.3.1 Learning algorithm for regular FNN's ; 1.3.2 Universal approximation of regular FNN's
S1.4 Fuzzy systems and fuzzy inference networks 1.4.1 Fuzzy systems ; 1.4.2 Fuzzy inference networks ; S1.5 Fuzzy techniques in image restoration ; 1.5.1 Crisp nonlinear filters ; 1.5.2 Fuzzy filters ; S1.6 Notations and preliminaries ; S1.7 Outline of the topics of the chapters References Chapter II Fuzzy Neural Networks for Storing and Classifying ; S2.1 Two layer max-min fuzzy associative memory ; 2.1.1 FAM with threshold ; 2.1.2 Simulation example ; S2.2 Fuzzy 6-learning algorithm ; 2.2.1 FAM's based on 'V - /\' ; 2.2.2 FAM's based on 'V - *' S2.3 BP learning algorithm of FAM's 2.3.1 Two analytic functions ; 2.3.2 BP learning algorithm ; S2.4 Fuzzy ART and fuzzy ARTMAP ; 2.4.1 ART1 architecture ; 2.4.2 Fuzzy ART ; 2.4.3 Fuzzy ARTMAP ; 2.4.4 Real examples ; References Chapter III Fuzzy Associative Memory-Feedback Networks S3.1 Fuzzy Hopfield networks ; 3.1.1 Attractor and attractive basin ; 3.1.2 Learning algorithm based on fault-tolerance ; 3.1.3 Simulation example ; S3.2 Fuzzy Hopfield network with threshold ; 3.2.1 Attractor and stability 3.2.2 Analysis of fault-tolerance |
| Record Nr. | UNINA-9910782118803321 |
|
Liu Puyin
|
||
| River Edge, NJ, : World Scientific, c2004 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||