·Validation, testing, and
statistical evaluation of learning & decision systems.
·Learning and reasoning
in graphical models.
·Knowledge discovery and
intelligent data analysis.
·Integrating domain
knowledge into learned models and learning algorithms.
·Diagnosis systems.
Game theory and its integration into
intelligent systems. Geometry.
Applied learning
and artificial intelligence methods for computer vision, computational biology, and security.