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September 1, 1977Journal of the Royal Statistical Society Series B (Statistical Methodology)1,316 citations

An Asymptotic Equivalence of Choice of Model by Cross-Validation and Akaike's Criterion

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MSM. Stone

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Abstract

Summary A logarithmic assessment of the performance of a predicting density is found to lead to asymptotic equivalence of choice of model by cross-validation and Akaike's criterion, when maximum likelihood estimation is used within each model.

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M. Stone (1977) studied this question.

synapsesocial.com/papers/69d73fba3f2a6ac123b8afa2https://doi.org/10.1111/j.2517-6161.1977.tb01603.x
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