LEADER 04790nam 22005775 450 001 9910299576003321 005 20200702085505.0 010 $a3-319-71008-7 024 7 $a10.1007/978-3-319-71008-2 035 $a(CKB)4100000001794692 035 $a(DE-He213)978-3-319-71008-2 035 $a(MiAaPQ)EBC6287383 035 $a(MiAaPQ)EBC5576954 035 $a(Au-PeEL)EBL5576954 035 $a(OCoLC)1066186891 035 $a(PPN)223955590 035 $a(EXLCZ)994100000001794692 100 $a20180110d2018 u| 0 101 0 $aeng 135 $aurnn#008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aFuzzy Logic Augmentation of Neural and Optimization Algorithms: Theoretical Aspects and Real Applications$b[electronic resource] /$fedited by Oscar Castillo, Patricia Melin, Janusz Kacprzyk 205 $a1st ed. 2018. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2018. 215 $a1 online resource (XI, 546 p. 239 illus., 173 illus. in color.) 225 1 $aStudies in Computational Intelligence,$x1860-949X ;$v749 311 $a3-319-71007-9 327 $aPart I: Type-2 Fuzzy Logic in Metaheuristics -- A comparative study of dynamic adaptation of parameters in the GWO algorithm using type-1 and interval type-2 fuzzy logic -- Ensemble Neural Network optimization using a gravitational search algorithm with Interval Type-1 and Type-2 fuzzy parameter adaptation in pattern recognition applications -- Improved method based on type-2 fuzzy logic for the adaptive harmony search algorithm -- Comparison of bio-inspired methods with parameter adaptation through interval type-2 fuzzy logic -- Differential Evolution algorithm with Interval type-2 fuzzy logic for the optimization of the mutation parameter -- Part II: Neural Networks Theory and Applications -- Person recognition with modular deep neural network using the iris biometric measure -- Neuro-evolutionary Neural Network for the Estimation of Melting Point of Ionic Liquids -- A proposal to classify ways of walking patterns using spik-ing neural networks -- Partially-connected Artificial Neural Networks developed by Grammatical Evolution for pattern recognition problems -- Part III: Metaheuristics: Theory and Applications -- Bio-inspired Metaheuristics for Hyper-parameter Tuning of Support Vector Machine Classifiers. 330 $aThis book comprises papers on diverse aspects of fuzzy logic, neural networks, and nature-inspired optimization meta-heuristics and their application in various areas such as intelligent control and robotics, pattern recognition, medical diagnosis, time series prediction and optimization of complex problems. The book is organized into seven main parts, each with a collection of papers on a similar subject. The first part presents new concepts and algorithms based on type-2 fuzzy logic for dynamic parameter adaptation in meta-heuristics. The second part discusses network theory and applications, and includes papers describing applications of neural networks in diverse areas, such as time series prediction and pattern recognition. The third part addresses the theory and practice of meta-heuristics in different areas of application, while the fourth part describes diverse fuzzy logic applications in the control area, which can be considered as intelligent controllers. The next two parts explore applications in areas, such as time series prediction, and pattern recognition and new optimization and evolutionary algorithms and their applications respectively. Lastly, the seventh part addresses the design and application of different hybrid intelligent systems. 410 0$aStudies in Computational Intelligence,$x1860-949X ;$v749 606 $aComputational intelligence 606 $aArtificial intelligence 606 $aComputational Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/T11014 606 $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000 615 0$aComputational intelligence. 615 0$aArtificial intelligence. 615 14$aComputational Intelligence. 615 24$aArtificial Intelligence. 676 $a006.3 702 $aCastillo$b Oscar$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aMelin$b Patricia$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aKacprzyk$b Janusz$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910299576003321 996 $aFuzzy Logic Augmentation of Neural and Optimization Algorithms: Theoretical Aspects and Real Applications$92512078 997 $aUNINA