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Effect of anisotropy coeficient on error rates of linear discriminant functions

Authors :
Kęstutis Dučinskas
Lina Dreižienė
Source :
Lietuvos Matematikos Rinkinys, Vol 47, Iss spec. (2021)
Publication Year :
2021
Publisher :
Vilnius University Press, 2021.

Abstract

Paper deals with statistical classification of spatial data as a part of widely applicable statistical approach to pattern recognition. Error rates in supervised classification of Gaussian random field observation into one of two populations specified by different constant means and common stationary geometric anisotropic covariance are considered. Formula for the exact Bayesian error rate is derived. The influence of the ratio of anisotropy to the error rates is evaluated numerically for the case of complete parametric certainty.

Details

Language :
English, Lithuanian
ISSN :
01322818 and 2335898X
Volume :
47
Issue :
spec.
Database :
Directory of Open Access Journals
Journal :
Lietuvos Matematikos Rinkinys
Publication Type :
Academic Journal
Accession number :
edsdoj.1a6a91598b574e7183503e86ef79f05c
Document Type :
article
Full Text :
https://doi.org/10.15388/LMR.2007.24228