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Journal article

Note on free lunches and cross-validation

From

Department of Informatics and Mathematical Modeling, Technical University of Denmark1

The ''no-free-lunch'' theorems (Wolpert & Macready, 1995) have sparked heated debate in the computational learning community. A recent communication (Zhu & Rohwer, 1996) attempts to demonstrate the inefficiency of cross-validation on a simple problem. We elaborate on this result by considering a broader class of cross-validation.

When used more strictly, cross-validation can yield the expected results on simple examples.

Language: English
Year: 1997
Pages: 1246-1249
ISSN: 1530888x and 08997667
Types: Journal article
DOI: 10.1162/neco.1997.9.6.1245

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