Empirical influence functions for misclassification rates in discriminant analysis |
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Authors: | Maureen Lahiff Kathleen M Whitcomb |
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Institution: | 1. Department of Mathematics , California State University , Long Beach, CA, 90840;2. College of Business Administration , University of South , Carolina, SC, 29208 |
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Abstract: | The empirical influence function for Mahalanobis distance and for misclassification rates are presented for discriminant analysis with two multivariate normal populations, following Campbell (1978). Conclusions about the effects of outliers from the empirical influence function are contrasted with exact calculations for four simple cases. These cases demonstrate that the higher-order terms discarded in deriving the empirical influence function can be important in practical problems. |
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Keywords: | discriminant analysis misclassification rates influence functions |
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