Daniela Sanchez & Patricia Melin 
Hierarchical Modular Granular Neural Networks with Fuzzy Aggregation [PDF ebook] 

Supporto

In this book, a new method for hybrid intelligent systems is proposed. The proposed method is based on a granular computing approach applied in two levels. The techniques used and combined in the proposed method are modular neural networks (MNNs) with a Granular Computing (Gr C) approach, thus resulting in a new concept of MNNs; modular granular neural networks (MGNNs). In addition fuzzy logic (FL) and hierarchical genetic algorithms (HGAs) are techniques used in this research work to improve results. These techniques are chosen because in other works have demonstrated to be a good option, and in the case of MNNs and HGAs, these techniques allow to improve the results obtained than with their conventional versions; respectively artificial neural networks and genetic algorithms.

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Tabella dei contenuti

Introduction.- Background and Theory.- Proposed Method.- Application to Human Recognition.- Experimental Results.- Conclusions.

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Lingua Inglese ● Formato PDF ● Pagine 101 ● ISBN 9783319288628 ● Dimensione 3.1 MB ● Casa editrice Springer International Publishing ● Città Cham ● Paese CH ● Pubblicato 2016 ● Scaricabile 24 mesi ● Moneta EUR ● ID 4831085 ● Protezione dalla copia DRM sociale

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