Bootstrap Method for Estimating Error Rate in Linear Discriminant Analysis (LDA)

Abstract

This paper proposes a Bootstrap algorithm for linear discriminant analysis. The apparent error rate in the Linear discriminant method and the proposed bootstrap method were compared. From the result, it is evident that the proposed Bootstrap method compares favorably with the Linear discriminant method with a reduced error rate.

Keywords: bootstrap, linear discriminant, apparent error, multivariate, algorithm