Gaussian Processes
Variational Model Selection for Sparse Gaussian Process Regression
Association Mapping of Traits over Time Using Gaussian Processes
Learning Preferences with Hidden Common Cause Relations
Inferring Latent Functions with Gaussian Processes in Differential Equations
Gaussian processes for Bayesian Filtering
Interpreting Covariance Functions & Classification
Analyzing Text and Social Network Data with Probabilistic Models
Graphical modelling and Bayesian structural learning
Spatial Bayesian Nonparametrics for Natural Image Segmentation