International Journal of Mathematics and Statistics Studies (IJMSS)

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Comparison of Jackknife and Resubstitution Methods in the Estimation of Error Rates in Discriminant Analysis

Abstract

Most often, in classification procedures, error rates or probability of misclassification are assessed. Because in real life application of classification rules or methods, some errors of misclassification can be more costly than the others. In this work, two methods of estimating error rates, namely; the Jackknife and resubstitution methods are examined using ten samples of size from the population pair From the results obtained from the experiments, we observed that the resubsitution method performed better than the Jackknife method in estimating the exact probabilities of misclassification

Keywords: Error Rates, Jackknife, Misclassification, Resubstitution

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This work by European American Journals is licensed under a Creative Commons Attribution-NonCommercial-NoDerivs 4.0 Unported License

 

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Email ID: editor.ijmss@ea-journals.org
Impact Factor: 7.80
Print ISSN: 2053-2229
Online ISSN: 2053-2210
DOI: https://doi.org/10.37745/ijmss.13

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