Archive for the ‘Papers’ Category

Nonparametric Bayesian Methods

Monday, June 9th, 2008

I collect a few references/tutorials to nonparametric Bayesian methods for inference.

I will try to collect a few papers that analyze the convergence rate of these nonparametric Bayesian methods in a future post. I remember I’d found a few! (;

Bracketing Entropy Bounds for Distribution Function

Tuesday, May 20th, 2008

Embedding, Metric Entropy, etc.

Saturday, April 26th, 2008

Shannon Sampling and Learning Theory

Friday, April 18th, 2008

Statistical Performance of Support Vector Machines

Thursday, April 10th, 2008

Compression-related ideas in Machine Learning

Friday, April 4th, 2008

Approximate Dynamic Programming with Gaussian Processes

Thursday, March 27th, 2008

Evidence Contrary to the Statistical View of Boosting

Friday, February 22nd, 2008

Fractional Calculus and more

Saturday, December 15th, 2007

Bayesian Interpretation of Probability Theory and Fuzzy Logic

Thursday, June 15th, 2006