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Artificial Intelligence and Soft Computing

Autor Amit Konar
en Limba Engleză Hardback – 8 dec 1999
With all the material available in the field of artificial intelligence (AI) and soft computing-texts, monographs, and journal articles-there remains a serious gap in the literature. Until now, there has been no comprehensive resource accessible to a broad audience yet containing a depth and breadth of information that enables the reader to fully understand and readily apply AI and soft computing concepts. Artificial Intelligence and Soft Computing fills this gap. It presents both the traditional and the modern aspects of AI and soft computing in a clear, insightful, and highly comprehensive style. It provides an in-depth analysis of mathematical models and algorithms and demonstrates their applications in real world problems. Beginning with the behavioral perspective of "human cognition," the text covers the tools and techniques required for its intelligent realization on machines. The author addresses the classical aspects-search, symbolic logic, planning, and machine learning-in detail and includes the latest research in these areas. He introduces the modern aspects of soft computing from first principles and discusses them in a manner that enables a beginner to grasp the subject. He also covers a number of other leading aspects of AI research, including nonmonotonic and spatio-temporal reasoning, knowledge acquisition, and much more. Artificial Intelligence and Soft Computing: Behavioral and Cognitive Modeling of the Human Brain is unique for its diverse content, clear presentation, and overall completeness. It provides a practical, detailed introduction that will prove valuable to computer science practitioners and students as well as to researchers migrating to the subject from other disciplines.
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Specificații

ISBN-13: 9780849313851
ISBN-10: 0849313856
Pagini: 816
Ilustrații: 255 equations; 10 Halftones, black and white; 16 Tables, black and white
Dimensiuni: 160 x 246 x 50 mm
Greutate: 1.32 kg
Ediția:1
Editura: Taylor & Francis Ltd.

Public țintă

Audience
Computer scientists, Electrical engineers, Psychologists.

Cuprins

Introduction to AI and Soft Computing . The Psychological Perspective of Cognition. Production Systems. Problem Solving by Intelligent Search. The Logic of Propositions and Predicates. Principles in Logic Programming . Default and Non-Monotonic Reasoning. Structured Approach to Knowledge Representation . Dealing with Imprecision and Uncertainty. Structured Approach to Fuzzy Reasoning. Reasoning with Space and Time. Intelligent Planning. Machine Learning Techniques. Machine Learning using Neural Nets. Genetic Algorithms . Realizing Cognition using Fuzzy Neural Nets. Visual Perception. Linguistic Perception. Problem Solving by Constraint Satisfaction. Acquisition of Knowledge. Verification, Validation and Maintenance Issues. Parallel and Distributed Architecture for Intelligent Systems. Case Study I : Building a System for Criminal Investigation. Case Study II : Realization of Cognition for Mobile Robots. Appendices. Each chapter contains exercises and references NTI/Sales Copy

Descriere

Presents both the traditional and the modern aspects of artificial intelligence and soft computing. This book provides analysis of mathematical models and algorithms and demonstrates their applications in real world problems. It presents the tools and techniques required for its intelligent realization in machines.