Apr
21
Stability Bounds for Stationary phi and beta-mixing processes
JMLR 2010 paper by Mehryar Mohri and Afshin Rostamizadeh.
SoloGen
Machine Learning-related surfings of SoloGen
Posts tagged statistical learning theory
Mar
11
Reliable Reason: Induction and Statistical Learning Theory
A book by Gilbert Harman and Sanjeev Kulkarni on philosophy of science - an STL approach.
Jan
8
Statistical Learning Theory Course (Bartlett)
Lecture notes from Peter Bartlett’s course on Statistical Learning Theory (Spring 2006).
Note for myself:
Statistical Learning Theory course (Jordan)
Lecture notes of Statistical Learning Theory course (Spring 2001) by Michael I Jordan.
I found some interesting interpretations about RKHS and its relations to different types of regularizations (e.g. derivative-based smoothness, Fourier-based, …) in a condensed form!
Dec
17
Theory of Classification: A Survey of Some Recent Advances
by S. Boucheron, O. Bousquet, and G. Lugosi
