Hypothesis
Spaces for Learning
(Abstract)
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In this talk we will survey some results in inductive inference
showing how learnability of a class of languages may depend on the hypothesis
space chosen. Additionally, optimal hypothesis spaces, using which every
learnable class is learnable, is considered. We also discuss results which
consider how learnability is effected if one requires learning with respect
to every suitable hypothesis space. |