Journal article
Note on free lunches and cross-validation
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 |
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Year: | 1997 |
Pages: | 1246-1249 |
ISSN: | 1530888x and 08997667 |
Types: | Journal article |
DOI: | 10.1162/neco.1997.9.6.1245 |