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Titlebook: Statistical Modeling and Analysis for Complex Data Problems; Pierre Duchesne,Bruno RÉMillard Book 2005 Springer-Verlag US 2005 Analysis.Es

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Bias in Estimating the Variance of ,-Fold Cross-Validation,ms (in particular, their proposed algorithmn). In order to be able to draw statistically convincing conclusions, it is important to estimate the uncertainty of such estimates. This paper studies the very commonly used .-fold cross-validation estimator of generalization performance. The main theorem
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Bootstrap Confidence Intervals for Periodic Preventive Replacement Policies,p is applied to different parametric and nonparametric estimators of the renewal function and thus of the cost function. A simulation study shows that the bootstrap approach can prove useful in practice for some estimators.
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