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Journal of Automation and Information Sciences

Publicou 12 edições por ano

ISSN Imprimir: 1064-2315

ISSN On-line: 2163-9337

SJR: 0.173 SNIP: 0.588 CiteScore™:: 2

Indexed in

The Research of the Asymptotic Properties of Nonparametric Classifiers Based on Depth Functions

Volume 47, Edição 8, 2015, pp. 1-10
DOI: 10.1615/JAutomatInfScien.v47.i8.10
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RESUMO

Nonparametric classification methods are investigated as well as their asymptotic properties based on the use of half-space and regression depth functions that are used to build linear and nonlinear separating surfaces between competing sets of data. A fully distribution free approach is proposed, where distributive location of multidimensional data is used to minimize misclassification coefficients.

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