Learning for Reasoning
Learn knowledge base
for general-purpose reasoning
Many possible knowledge bases:
n Different dependency structures
n Different parameters
Which knowledge base is “good”?
n Probabilistic performance metric:
How do we find a good one?
n Many learning algorithms have been developed
(Cooper & Herskovitz; Heckerman; Friedman, Getoor, K., Pfeffer)