Hierarchical Modular Granular Neural Networks with Fuzzy Aggregation by Daniela Sanchez

Hierarchical Modular Granular Neural Networks with Fuzzy Aggregation

byDaniela Sanchez, Patricia Melin

Kobo ebook | February 23, 2016

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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 (GrC) 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.

Title:Hierarchical Modular Granular Neural Networks with Fuzzy AggregationFormat:Kobo ebookPublished:February 23, 2016Publisher:Springer International PublishingLanguage:English

The following ISBNs are associated with this title:

ISBN - 10:3319288628

ISBN - 13:9783319288628

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