MDL Tutorial
Modeling reality without sacrificing data: Inferentially tractable models for complex social systems
Efficient Discriminative Training Method for Structured Predictions
Entropy-based Variational Scheme for Fast Bayes Learning of Gaussian Mixture
Single and Multiple Index Models
Bayesian or Frequentist, Which Are You?
Probability and Mathematical Needs
Advanced Statistical Learning Theory
High-Dimensional Statistics
Safe Learning: bridging the gap between Bayes, MDL and statistical learning theory via empirical convexity