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

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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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Table des matières

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

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Langue Anglais ● Format PDF ● Pages 101 ● ISBN 9783319288628 ● Taille du fichier 3.1 MB ● Maison d’édition Springer International Publishing ● Lieu Cham ● Pays CH ● Publié 2016 ● Téléchargeable 24 mois ● Devise EUR ● ID 4831085 ● Protection contre la copie DRM sociale

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