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ID3’s Inductive Bias

  • ID3 searches a complete hypothesis search.

  • It searches incompletely through this space, from simple to complex hypotheses, until its termination condition is met.
    • Termination condition: Discovery of a hypothesis consistent with the data

  • ID3’s inductive bias is a preference bias (it prefers certain hypotheses over others).

  • Alternatively: A restriction bias categorically restricts considered hypotheses.

Speaker notes:

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