Characterization of distributional forms for compositional data and associated distributional tests

被引:14
作者
Aitchison, J [1 ]
Mateu-Figueras, G
Ng, KW
机构
[1] Univ Glasgow, Dept Stat, Glasgow G12 8QQ, Lanark, Scotland
[2] Univ Girona, Escola Politecn Super, Dept Informat & Matemat Aplicada, E-17071 Girona, Spain
[3] Univ Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R China
来源
MATHEMATICAL GEOLOGY | 2003年 / 35卷 / 06期
关键词
logistic-normal distribution; logistic skew-normal distribution; logistic-Student distribution; marginal; angular; radius tests of normality; simplicial singular value decomposition;
D O I
10.1023/B:MATG.0000002983.12476.89
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
A variety of approaches to the testing of distributional forms for compositional data has appeared in the literature, all based on logratio or Box-Cox transformation techniques and to a degree dependent on the divisor chosen in the formation of ratios for these transformations. This paper, recognizing the special algebraic-geometric structure of the standard simplex sample space for compositional problems, the use of the fundamental simplicial singular value decomposition, and an associated power-perturbation characterization of compositional variability, attempts to provide a definitive approach to such distributional testing problems. Our main consideration is the characterization and testing of additive logistic-normal form, but we also indicate possible applications to logistic skew normal forms once a full range of multivariate tests emerges. The testing strategy is illustrated with both simulated data and applications to some real geological compositional data sets.
引用
收藏
页码:667 / 680
页数:14
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