On the behavior of the distributions of the probabilities of misclassification in the use of the linear discriminant function under multinonnormality

On the behavior of the distributions of the probabilities of misclassification in the use of the linear discriminant function under multinonnormality

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Article ID: iaor19971172
Country: United States
Volume: 16
Issue: 1/2
Start Page Number: 131
End Page Number: 165
Publication Date: Jan 1996
Journal: American Journal of Mathematical and Management Sciences
Authors:
Keywords: classification
Abstract:

A study is made of the behavior of the linear discriminant function when used in the context of two types of nonnormal distributions. One is the contaminated normal distribution with a disturbance in the mean. The second distribution considered is the elliptical distribution. In each case the effects of the estimation of the location parameters is studied. Asymptotic expressions for the distribution functions of the probabilities of misclassification are derived. The extent of the effects are evaluated by a study of the probabilities of misclassification.

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