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