Lecture 10: Stability and Glivenko-Cantelli Classes
Tomaso Poggio


Description

Slides

Slides for this lecture: PS,PDF.

Suggested Reading

S. Mukherjee, P. Niyogi, T. Poggio and R. Rifkin. Statistical Learning: Stability is Sufficient for Generalization and Necessary and Sufficient for Consistency of Empirical Risk Minimization. AI/CBCL Memo, 2002 (revised 2003).