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Bolstered Error Estimation Export

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cross-validation machine-learning

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We propose agT"kxd methodfor error estimation that displays low varianceandgcedIIIT low bias as well. This method is based on "bolstering theorig#G" empirical distribution of the data. It has a directgrectdIk interpretation and can be easily appliedto any classi#cation rule andany number of classes. This methodcan be usedto improve the performance of any error-counting estimation method, such as resubstitution and all cross-validation estimators, particularly in small-sample settings We ...


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