Machine Learning: A Theoretical Approach - Couverture rigide

Natarajan, Balas K.

Couverture rigide

ISBN 10 : 1558601481 ISBN 13 : 9781558601482

Editeur : Morgan Kaufmann Publishers In, 1991

Synopsis

This is the first comprehensive introduction to computational learning theory. The author's uniform presentation of fundamental results and their applications offers AI researchers a theoretical perspective on the problems they study. The book presents tools for the analysis of probabilistic models of learning, tools that crisply classify what is and is not efficiently learnable. After a general introduction to Valiant's PAC paradigm and the important notion of the Vapnik-Chervonenkis dimension, the author explores specific topics such as finite automata and neural networks. The presentation is intended for a broad audience--the author's ability to motivate and pace discussions for beginners has been praised by reviewers. Each chapter contains numerous examples and exercises, as well as a useful summary of important results. An excellent introduction to the area, suitable either for a first course, or as a component in general machine learning and advanced AI courses. Also an important reference for AI researchers.

A propos du livre

À propos de l'auteur

By Balas K. Natarajan

Détails de l'édition

• Éditeur: Morgan Kaufmann Publishers In
• Date d'édition: 1991
• Langue: anglais
• ISBN 10: 1558601481
• ISBN 13: 9781558601482
• Reliure: Relié
• Numéro d'édition: 1
• Nombre de pages: 217
• Coordonnées du fabricant: non disponible
• Personne responsable: non disponible