General Bounds on the Number of Examples
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Hans Ulrich Simon
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Article
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1996
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Elsevier Science
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English
β 631 KB
Given a p-concept class C, we define two important functions d C (#), d$ C (#) (related to the notion of #-shattering). We prove a lower bound of 0((d C (#)&1)Γ(=# 2 )) on the number of examples required for learning C with an (=, #)-good model of probability. We prove similar lower bounds for some