Pattern Recognition Basis AI - Brossura

Tveter, Donald

 
9780818677960: Pattern Recognition Basis AI
Brossura
ISBN 10: 0818677961 ISBN 13: 9780818677960
Casa editrice: John Wiley & Sons, 1998

Sinossi

This book takes the viewpoint that plain symbol processing techniques have little hope of reproducing the depth and breadth of capabilities found in human beings. The book introduces new foundational principles to AI: connectionist/neural networking methods, case based and memory based methods and picture processing.

The book looks at methods of AI as different ways of doing pattern recognition. One way to do pattern recognition is to compare a problem to stored cases. At the other end of the spectrum, Classical Symbol Processing AI compresses cases down to a small set of rules and then works only with this condensed knowledge. In between these two extremes are neural networks, especially backprop type networks. As much as possible the book compares these three basic methods using actual AI programs.

The structure of the book starts at the bottom of human abilities with vision and other simple pattern recognition abilities and moves on to the higher levels of problem solving and game playing and finally to the level of natural language and understanding of the world. At the higher levels more complex computer architectures are needed that include methods for structuring thoughts.

The book is organized in a manner in which the reader will get an intuitive feeling for the principles of AI. Throughout the book applications of basic principles are demonstrated by examining some classic AI programs in detail. The book can serve as a text for juniors, seniors and first year graduate students in Computer Science or Psychology and includes sample problems and data for exercises and a list of frequently asked questions.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Informazioni sull'autore

Donald Tveter is the author of The Pattern Recognition Basis of Artificial Intelligence, published by Wiley.

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Editore
John Wiley & Sons
Data di pubblicazione
1998
Lingua
Inglese
ISBN 10 
0818677961
ISBN 13 
9780818677960
Rilegatura
Copertina flessibile
Numero di pagine
388
Contatto del produttore
non disponibile
Persona responsabile
non disponibile