03391nam 22006375 450 991025396460332120200705171311.03-319-28862-810.1007/978-3-319-28862-8(CKB)3710000000602455(EBL)4427532(SSID)ssj0001654060(PQKBManifestationID)16433925(PQKBTitleCode)TC0001654060(PQKBWorkID)14983050(PQKB)10195654(DE-He213)978-3-319-28862-8(MiAaPQ)EBC4427532(PPN)25886169X(PPN)192219952(EXLCZ)99371000000060245520160223d2016 u| 0engur|n|---|||||txtccrHierarchical Modular Granular Neural Networks with Fuzzy Aggregation /by Daniela Sanchez, Patricia Melin1st ed. 2016.Cham :Springer International Publishing :Imprint: Springer,2016.1 online resource (107 p.)SpringerBriefs in Computational Intelligence,2625-3704Includes index.3-319-28861-X Introduction -- Background and Theory -- Proposed Method -- Application to Human Recognition -- Experimental Results -- Conclusions.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.SpringerBriefs in Computational Intelligence,2625-3704Computational intelligenceArtificial intelligenceNeural networks (Computer science) Computational Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/T11014Artificial Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/I21000Mathematical Models of Cognitive Processes and Neural Networkshttps://scigraph.springernature.com/ontologies/product-market-codes/M13100Computational intelligence.Artificial intelligence.Neural networks (Computer science) .Computational Intelligence.Artificial Intelligence.Mathematical Models of Cognitive Processes and Neural Networks.620Sanchez Danielaauthttp://id.loc.gov/vocabulary/relators/aut762262Melin Patriciaauthttp://id.loc.gov/vocabulary/relators/autBOOK9910253964603321Hierarchical Modular Granular Neural Networks with Fuzzy Aggregation2496947UNINA