Biplots of compositional data

被引:501
作者
Aitchison, J
Greenacre, M
机构
[1] Univ Glasgow, Glasgow G12 8QQ, Lanark, Scotland
[2] Univ Pompeu Fabra, Dept Econ & Business, Barcelona 08005, Spain
关键词
log-ratio transformation; principal component analysis; relative variation biplot; singular value decomposition; subcomposition;
D O I
10.1111/1467-9876.00275
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The singular value decomposition and its interpretation as a linear biplot have proved to be a powerful tool for analysing many forms of multivariate data. Here we adapt biplot methodology to the specific case of compositional data consisting of positive vectors each of which is constrained to have unit sum. These relative variation biplots have properties relating to the special features of compositional data: the study of ratios, subcompositions and models of compositional relationships. The methodology is applied to a data set consisting of six-part colour compositions in 22 abstract paintings, showing how the singular value decomposition can achieve an accurate biplot of the colour ratios and how possible models interrelating the colours can be diagnosed.
引用
收藏
页码:375 / 392
页数:18
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