Klasifikační pravidla pro elipticky vrstevnicová rozdělení
Title in English | Classification Rules for Elliptically Contoured Distributions |
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Authors | |
Year of publication | 2004 |
Type | Article in Proceedings |
Conference | ROBUST 2004, Sborník prací 13. letní školy JĆMF ROBUST 2004 |
MU Faculty or unit | |
Citation | |
Field | Applied statistics, operation research |
Keywords | parametric; nonparametric and semiparametric discriminant analysis; linear and quadratic discriminant analysis; kernel density estimation; product kernels; bandwidth choice; boundary kernels; variable bandwidth selector; elliptically contoured distribution; M-estimates |
Description | This paper demonstrates that linear and quadratic discriminant decision rules of classifying observation as coming from one of several multivariate normal distribution can be construct for much broader classes of distribution such as elliptical contoured distributions. In the paper the attention is also focused to the applications of nonparametric and semiparametric methods (based on the kernel smoothing). |
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