The prediction error in functional regression
Statistical Methods
Why Bayesian nonparametrics?
Semi-Supervised Learning
Independent Factor Topic Models
Learning with Gaussian Processes
Dimensionality Reduction
The More, the Merrier: the Blessing of Dimensionality for Learning Large Gaussian Mixtures
Kernel Methods
Eigenfunctions & Approximation Methods