Errors of misclassification in discrimination of dimensional coherent elliptic random field observations

Errors of misclassification in discrimination of dimensional coherent elliptic random field observations

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Article ID: iaor201112181
Volume: 65
Issue: 4
Start Page Number: 446
End Page Number: 461
Publication Date: Nov 2011
Journal: Statistica Neerlandica
Authors: ,
Keywords: statistics: inference, statistics: regression, matrices, datamining, probability
Abstract:

The problem of classification of dimensional coherent elliptic random field observations into one of two populations specified by different regression mean models and common stationary scale matrix is considered, under the further assumption that the observations to be classified are dependent on the training samples. In this statistical frame, the behaviour of linear discriminant function is studied and an asymptotic expression for the distribution function of the probabilities of misclassification is derived.

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