Artificial Intelligence: Structures and Strategies for Complex Problem Solving - Tapa dura

Luger, George F.; Stubblefield, William A.

 
9780805311969: Artificial Intelligence: Structures and Strategies for Complex Problem Solving
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ISBN 10: 0805311963 ISBN 13: 9780805311969
Editorial: Pearson Education Limited, 1997

Sinopsis

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

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Reseña del editor

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

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Pearson Education Limited
Año de publicación
1997
Idioma
Inglés
ISBN 10 
0805311963
ISBN 13 
9780805311969
Encuadernación
Tapa dura
Número de edición
3
Número de páginas
864
Contacto del fabricante
no disponible
Persona responsable
GS1 Slovakia
https://www.gs1sk.org

Nantersk� 23
Žilina
010 08
Eslovaquia

Otras ediciones populares con el mismo título

9780201648669: Artificial Intelligence: Structures and Strategies for Complex Problem Solving

Edición Destacada

ISBN 10:  0201648660 ISBN 13:  9780201648669
Editorial: Pearson Education Limited, 2001
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