Generative Models for Image Analysis
Are Linear Models Right for Language?
Joint Max Margin and Max Entropy Learning of Graphical Models
PAC-Bayes Analysis: Background and Applications
Advanced Statistical Learning Theory
Bounding the Gaussian Process Information Gain: Applications to PAC-Bayes and GP Bandit Optimization
Data Mining for Anomaly Detection
Entropy-based Variational Scheme for Fast Bayes Learning of Gaussian Mixture
Mathematics of Machine Learning
Matrix Computations in Machine Learning