Application of statistical approaches to Machine Learning, Reinforcement Learning, Dialogue Management, Robotics, User Modelling/goal recognition.
Bayesian Non-Parametric
POMDPS
Reinforcement Learning
Spoken Dialogue Management
Robotics
User Modelling
Behaviour / Goal Recognition - of mice, flies and humans.