Machine Learning - A Theoretical Approach - Balas K. Natarajan

This is an introduction to computational learning theory. The author's 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.