文章基本信息

标题：AN APPLICATION OF FUNCTIONAL MULTIVARIATE REGRESSION MODEL TO MULTICLASS CLASSIFICATION
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作者：Mirosław Krzyśko ; Łukasz Smaga
期刊名称：Statistics in Transition
印刷版ISSN：1234-7655
电子版ISSN：2450-0291
出版年度：2017
卷号：18
期号：3
页码：433-442
DOI：10.21307/stattrans-2016-079
出版社：Exeley Inc.
摘要：In this paper, the scale response functional multivariate regression model is considered. By using the basis functions representation of functional predictors and regression coefficients, this model is rewritten as a multivariate regression model. This representation of the functional multivariate regression model is used for multiclass classification for multivariate functional data. Computational experiments performed on real labelled data sets demonstrate the effectiveness of the proposed method for classification for functional data.
关键词：functional data analysis;multi-label classification problem;multivariate functional data;regression model