Intelligent and Soft Computing: Techniques and Applications

Intelligent and Soft Computing: Techniques and Applications brings together the most recent discoveries and technological advancements in both intelligent and soft computing. It illustrates the synergistic effect of cutting-edge developments in all areas of both fields to build intelligent software systems to solve a multitude of problems spanning both areas. The book offers an introduction to artificial intelligence as well as fuzzy logic concepts, systems, and methods. Additional sections focus on AI tools and applications, search and data mining, reasoning and evolution, as well as nature-inspired computing techniques. Applications and case studies are included in all chapters. Researchers, graduate students, and professionals working in these domains will find this to be a timely reference that provides insight on current and future developments of this emerging domain for decision support, management, information technology, and business applications. Presents new directions of research in the fields of intelligent computing and soft computingExplores tools and software pertaining to both intelligent computing and soft computing which can address challenges to imprecision, uncertainty, and variabilityBrings together leading scholars from the fields of intelligent and soft computing to discuss how these applications can be trained to work together to solve complex real-world problems INDICE: Section 1: Artificial Intelligence: Introduction, Concepts, Methods1. Machine Learning2. Artificial Neural Networks3. Deep Learning4. Computer Vision5. Support Vector Machines6. Natural Language ProcessingSection 2: An Introduction to Fuzzy Logic7. Fuzzy Systems8. Fuzzy Clustering Algorithms9. Fuzzy System IntegrationSection 3: Artificial Intelligence Tools & Applications10. Hybrid Intelligent Systems11. Intelligent System Architectures12. Web Intelligence Application and Search13. Ambient IntelligenceSection 4. Search and Data Mining14. Knowledge management and knowledge retrieval15. Data Mining Tools and techniques16. Information RetrievalSection 5: Reasoning and Evolution17. Evolutionary Computing18. Swarm Intelligence19. Combinatorial and numerical optimization20. Nature Inspired Computing Techniques21. Intelligent Computing Applications and Case Studies22. Soft Computing Applications and Case Studies

• ISBN: 978-0-443-30090-5
• Editorial: Academic Press
• Encuadernacion: Rústica
• Páginas: 300
• Fecha Publicación: 01/02/2025
• Nº Volúmenes: 1
• Idioma: Inglés