Computational Intelligence : Theory and Applications

• Record Nr.: UNINA9911019391703321
• Autore: Kumar T. Ananth
• Pubbl/distr/stampa: Newark : , : John Wiley & Sons, Incorporated, , 2024; ©2024
• ISBN: 9781394214259; 1394214251; 9781394214235; 1394214235; 9781394214242; 1394214243
• Edizione: [1st ed.]
• Descrizione fisica: 1 online resource (407 pages)
• Altri autori (Persone): JulieE. Golden; BurugaddaVenkata Raghuveer; KumarAbhishek; KumarPuneet
• Disciplina: 006.3
• Soggetti: Computational intelligence; Artificial intelligence
• Lingua di pubblicazione: Inglese
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Nota di contenuto: Cover -- Series Page -- Title Page -- Copyright Page -- Contents -- Introduction -- Chapter 1 Computational Intelligence Theory: An Orientation Technique -- 1.1 Computational Intelligence -- 1.2 Application Fields for Computational Intelligence -- 1.2.1 Neural Networks -- 1.2.1.1 Classification -- 1.2.1.2 Clustering or Compression -- 1.2.1.3 Generation of Sequences or Patterns -- 1.2.1.4 Control Systems -- 1.2.1.5 Evolutionary Computation -- 1.2.2 Fuzzy Logic -- 1.2.2.1 Fuzzy Control Systems -- 1.2.2.2 Fuzzy Systems -- 1.2.2.3 Behavioral Motivations for Fuzzy Logic -- 1.3 Computational Intelligence Paradigms -- 1.3.1 Artificial Neural Networks -- 1.3.2 Evolutionary Computation (EC) -- 1.3.3 Optimization Method -- 1.3.3.1 Optimization -- 1.4 Architecture Assortment -- 1.4.1 Swarm Intelligence -- 1.4.2 Artificial Immune ; Systems -- 1.5 Myths About Computational Intelligence -- 1.6 Supervised Learning in Computational Intelligence -- 1.6.1 Performance Measures
• Sommario/riassunto: This book offers an in-depth exploration of computational intelligence, focusing on theoretical and practical applications. It covers various paradigms such as neural networks, fuzzy logic, evolutionary computation, and swarm intelligence. The editors and contributors discuss methods for optimizing algorithms, the role of artificial intelligence in expert systems, and applications in fields like health informatics and renewable energy. Intended for researchers, practitioners, and students in computer science and engineering, the book aims to provide insights into advanced techniques for problem-solving and innovation in computational intelligence.