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Neural Networks and Statistical Learning [[electronic resource] /] / by Ke-Lin Du, M. N. S. Swamy
| Neural Networks and Statistical Learning [[electronic resource] /] / by Ke-Lin Du, M. N. S. Swamy |
| Autore | Du Ke-Lin |
| Edizione | [2nd ed. 2019.] |
| Pubbl/distr/stampa | London : , : Springer London : , : Imprint : Springer, , 2019 |
| Descrizione fisica | 1 online resource (XXX, 988 p. 184 illus., 70 illus. in color.) |
| Disciplina | 001.534 |
| Soggetto topico |
Neural networks (Computer science)
Computational intelligence Artificial intelligence Pattern recognition Signal processing Image processing Speech processing systems Mathematical Models of Cognitive Processes and Neural Networks Computational Intelligence Artificial Intelligence Pattern Recognition Signal, Image and Speech Processing |
| ISBN | 1-4471-7452-6 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Introduction -- Fundamentals of Machine Learning -- Perceptrons -- Multilayer perceptrons: architecture and error backpropagation -- Multilayer perceptrons: other learing techniques -- Hopfield networks, simulated annealing and chaotic neural networks -- Associative memory networks -- Clustering I: Basic clustering models and algorithms -- Clustering II: topics in clustering -- Radial basis function networks -- Recurrent neural networks -- Principal component analysis -- Nonnegative matrix factorization and compressed sensing -- Independent component analysis -- Discriminant analysis -- Support vector machines -- Other kernel methods -- Reinforcement learning -- Probabilistic and Bayesian networks -- Combining multiple learners: data fusion and emsemble learning -- Introduction of fuzzy sets and logic -- Neurofuzzy systems -- Neural circuits -- Pattern recognition for biometrics and bioinformatics -- Data mining. |
| Record Nr. | UNINA-9910349336003321 |
Du Ke-Lin
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| London : , : Springer London : , : Imprint : Springer, , 2019 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Neural Networks and Statistical Learning [[electronic resource] /] / by Ke-Lin Du, M. N. S. Swamy
| Neural Networks and Statistical Learning [[electronic resource] /] / by Ke-Lin Du, M. N. S. Swamy |
| Autore | Du Ke-Lin |
| Edizione | [1st ed. 2014.] |
| Pubbl/distr/stampa | London : , : Springer London : , : Imprint : Springer, , 2014 |
| Descrizione fisica | 1 online resource (XXVII, 824 p. 166 illus., 68 illus. in color.) |
| Disciplina | 006.32 |
| Soggetto topico |
Computational intelligence
Neural networks (Computer science) Data mining Pattern recognition Computational Intelligence Mathematical Models of Cognitive Processes and Neural Networks Data Mining and Knowledge Discovery Pattern Recognition |
| ISBN | 1-4471-5571-8 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Introduction -- Fundamentals of Machine Learning -- Perceptrons -- Multilayer perceptrons: architecture and error backpropagation -- Multilayer perceptrons: other learning techniques -- Hopfield networks, simulated annealing and chaotic neural networks -- Associative memory networks -- Clustering I: Basic clustering models and algorithms -- Clustering II: topics in clustering -- Radial basis function networks -- Recurrent neural networks -- Principal component analysis -- Nonnegative matrix factorization and compressed sensing -- Independent component analysis -- Discriminant analysis -- Support vector machines -- Other kernel methods -- Reinforcement learning -- Probabilistic and Bayesian networks -- Combining multiple learners: data fusion and ensemble learning -- Introduction of fuzzy sets and logic -- Neurofuzzy systems -- Neural circuits -- Pattern recognition for biometrics and bioinformatics -- Data mining. |
| Record Nr. | UNINA-9910299755103321 |
|
Du Ke-Lin
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| London : , : Springer London : , : Imprint : Springer, , 2014 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Search and Optimization by Metaheuristics [[electronic resource] ] : Techniques and Algorithms Inspired by Nature / / by Ke-Lin Du, M. N. S. Swamy
| Search and Optimization by Metaheuristics [[electronic resource] ] : Techniques and Algorithms Inspired by Nature / / by Ke-Lin Du, M. N. S. Swamy |
| Autore | Du Ke-Lin |
| Edizione | [1st ed. 2016.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Birkhäuser, , 2016 |
| Descrizione fisica | 1 online resource (XXI, 434 p. 68 illus., 40 illus. in color.) |
| Disciplina | 003.3 |
| Soggetto topico |
Computer mathematics
Algorithms Mathematical optimization Computer simulation Computational intelligence Computational Science and Engineering Optimization Simulation and Modeling Computational Intelligence |
| ISBN | 3-319-41192-6 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Preface -- Introduction -- Simulated Annealing -- Optimization by Recurrent Neural Networks -- Genetic Algorithms and Genetic Programming -- Evolutionary Strategies -- Differential Evolution -- Estimation of Distribution Algorithms -- Mimetic Algorithms -- Topics in EAs -- Particle Swarm Optimization -- Artificial Immune Systems -- Ant Colony Optimization -- Tabu Search and Scatter Search -- Bee Metaheuristics -- Harmony Search -- Biomolecular Computing -- Quantum Computing -- Other Heuristics-Inspired Optimization Methods -- Dynamic, Multimodal, and Constraint-Satisfaction Optimizations -- Multiobjective Optimization -- Appendix 1: Discrete Benchmark Functions -- Appendix 2: Test Functions -- Index. |
| Record Nr. | UNINA-9910254066703321 |
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Du Ke-Lin
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| Cham : , : Springer International Publishing : , : Imprint : Birkhäuser, , 2016 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||