Artificial Intelligence: Structures and Strategies for Complex Problem Solving - Rilegato

Luger, George F.; Stubblefield, William A.

Rilegato

ISBN 10: 0805311963 ISBN 13: 9780805311969

Casa editrice: Pearson Education Limited, 1997

Riassunto

Combines the theoretical foundations of intelligent problem-solving with he data structures and algorithms needed for its implementation. The book presents logic, rule, object and agent-based architectures, along with example programs written in LISP and PROLOG. The practical applications of AI have been kept within the context of its broader goal: understanding the patterns of intelligence as it operates in this world of uncertainty, complexity and change. The introductory and concluding chapters take a new look at the potentials and challenges facing artificial intelligence and cognitive science.An extended treatment of knowledge-based problem-solving is given including model-based and case-based reasoning. Includes new material on:Fundamentals of search, inference and knowledge representatioAI algorithms and data structures in LISP and PROLOProduction systems, blackboards, and meta-interpreters including planers, rule-based reasoners, and inheritance systemsMachine-learning including ID3 with bagging and boosting, explanation based learning, PAC learning, and other forms of inductioNeural networks, including perceptrons, back propogation, Kohonen networks, Hopfield networks, Grossberg learning, and counterpropagationEmergent and social methods of learning and adaptation, including genetic algorithms, genetic programming and artificial lifeObject and agent-based problem solving and other forms of advanced knowledge representation

Su questo libro

Product Description

Book by Luger George F Stubblefield William A

Dettagli dell?edizione

• Editore: Pearson Education Limited
• Data di pubblicazione: 1997
• ISBN 10: 0805311963
• ISBN 13: 9780805311969
• Rilegatura: Copertina rigida
• Lingua: Inglese
• Numero edizione: 3
• Numero di pagine: 864