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Selection of variables in two-group discriminant analysis by error rate and Akaike's information criteria
Authors:Yasunori Fujikoshi
Institution:Hiroshima University, Japan
Abstract:This paper deals with two criteria for selection of variables for the discriminant analysis in the case of two multivariate normal populations with different means and a common covariance matrix. One is based on the estimated error rate of misclassification. The other uses Akaike's information criterion. The asymptotic distributions and error rate risks of the criteria are obtained. The result will prove that the two criteria are asymptotically equivalent in the sense of their asymptotic distributions and error rate risks being identical.
Keywords:62H30  62F10  Selection of variables  discriminant analysis  asymptotic distribution  error rate criterion  Akaike's information criterion  no additional information model
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