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Missing information impediments to learnability
Published on Aug 16, 20113034 Views
To what extent is learnability impeded when information is missing in learning instances? We present relevant known results and concrete open problems, in the context of a natural extension of the PAC
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Chapter list
Missing Information Impediments to Learnability00:00
PAC Learning (with Complete Info)00:15
Learning Consistently (PAC + missing) - 100:46
Learning Consistently (PAC + missing) - 201:53
Discussion: Hypotheses02:23
Discussion: Abstentions03:15
Positive Learnability Results04:17
Open Probs: Learning Reductions05:08
Negative Learnability Results06:26
Open Probs: Non-Proper Learning07:33
Why Care About These Problems?07:57