Intelligent Information Processing with Matlab / / Xiu Zhang, Xin Zhang, and Wei Wang
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| Autore: |
Zhang Xiu
|
| Titolo: |
Intelligent Information Processing with Matlab / / Xiu Zhang, Xin Zhang, and Wei Wang
|
| Pubblicazione: | Singapore : , : Springer Nature Singapore Pte Ltd., , [2023] |
| ©2023 | |
| Edizione: | First edition. |
| Descrizione fisica: | 1 online resource (258 pages) |
| Disciplina: | 620.00151 |
| Soggetto topico: | Artificial intelligence |
| Neural networks (Computer science) | |
| Persona (resp. second.): | ZhangXin |
| WangWei | |
| Nota di bibliografia: | Includes bibliographical references. |
| Nota di contenuto: | Intro -- Preface -- Acknowledgments -- Contents -- 1 Artificial Neural Network -- 1.1 Artificial Neuron -- 1.2 Overview of Artificial Neural Network -- 1.3 Backpropagation Neural Network -- 1.4 Hopfield Neural Network -- 1.5 Competitive Neural Network -- 1.6 Deep Neural Network -- References -- 2 Convolutional Neural Network -- 2.1 Overview of Convolutional Neural Network -- 2.2 Neural Network Performance Evaluation -- 2.3 Transfer Learning with Convolutional Neural Network -- 2.4 Research Progress of Neural Network -- References -- 3 Fuzzy Computing -- 3.1 Overview of Fuzzy Computing -- 3.2 Fuzzy Sets -- 3.3 Fuzzy Pattern Recognition -- 3.4 Fuzzy Clustering -- 3.5 Fuzzy Inference -- 3.6 Fuzzy Control System -- 3.7 Fuzzy Logic Designer -- References -- 4 Fuzzy Neural Network -- 4.1 Overview of Fuzzy Neural Network -- 4.2 Adaptive Fuzzy Neural Inference System -- 4.3 Time Series Prediction -- 4.4 Interval Type-2 Fuzzy Logic -- 4.5 Fuzzy C-means Clustering -- 4.6 Suburban Commuting Prediction Problem -- 4.7 Research Progress of Fuzzy Computing -- References -- 5 Evolutionary Computing -- 5.1 Overview of Evolutionary Computing -- 5.2 Simple Genetic Algorithm -- 5.3 Genetic Algorithm for Travelling Salesman Problem -- 5.4 Ant Colony Optimization Algorithm -- 5.5 Particle Swarm Optimization Algorithm -- 5.6 Differential Evolution Algorithm -- References -- 6 Testing and Evaluation of Evolutionary Computing -- 6.1 Test Set of Traveling Salesman Problem -- 6.2 Test Set of Continuous Optimization Problem -- 6.3 Evaluation of Continuous Optimization Problems -- 6.4 Artificial Bee Colony Algorithm -- 6.5 Fireworks Algorithm -- 6.6 Research Progress of Evolutionary Computing -- References. |
| Titolo autorizzato: | Intelligent Information Processing with Matlab |
| ISBN: | 981-9964-49-0 |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910751397603321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |