Earlier Work

Effective Visual Interpretation Systems

Vision meets Reinforcement Learning

Ways to Make Very Efficient Use of Training Samples

• by observing training samples sequentially, rather than in batch

• by learning from partially specified samples

• by learning optimal active classifiers

• by hill-climbing, while estimating the underlying distribution --- PALO... and other ways to learn effective performance systems

• by exploiting domain and context information

-revising a given theory

-by exploiting known relevance information

Magnetic Resonance Diagnostics

(ChenomX)

Tramp Metal Detection

(Syncrude)

Effective belief net learning and inference

(Siemens Corporate Research)

Adaptive User Interfaces