Note on free lunches and cross - validationCyril

نویسنده

  • Cyril Goutte
چکیده

The \no free lunch" theorems (Wolpert and Macready, 1995) have sparked heated debate in the computational learning community. A recent communication, (Zhu and Rohwer, 1996) attempts to demonstrate the ineeciency of cross-validation on a simple problem. We elaborate on this result by considering a broader class of cross-validation. We show that when used more strictly, cross-validation can yield the expected results on simple examples.

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تاریخ انتشار 1997