Building Machines that Imagine and Reason: Principles and Applications of Deep Generative Models
Graphical models
Safe Policy Search for Lifelong Reinforcement Learning with Sublinear Regret
Computational Functional Genomics
Econometrics
A Marginalized Variational Bayesian Approach to the Analysis of Array Data
Convex Analysis and Optimization
Probabilistic Models for Preference Learning
A Survey of Model-Based Methods for Global Optimization
Learning with Gaussian Processes