Chapter

Advanced Lectures on Machine Learning

Volume 2600 of the series Lecture Notes in Computer Science pp 1-40

Date:

A Few Notes on Statistical Learning Theory

  • Shahar MendelsonAffiliated withRSISE, The Australian National University

* Final gross prices may vary according to local VAT.

Get Access

Abstract

In these notes our aim is to survey recent (and not so recent) results regarding the mathematical foundations of learning theory. The focus in this article is on the theoretical side and not on the applicative one; hence, we shall not present examples which may be interesting from the practical point of view but have little theoretical significance. This survey is far from being complete and it focuses on problems the author finds interesting (an opinion which is not necessarily shared by the majority of the learning community). Relevant books which present a more evenly balanced approach are, for example 1, 4, 34, 35