Isometric logratio transformations for compositional data analysis

被引:1419
作者
Egozcue, JJ [1 ]
Pawlowsky-Glahn, V
Mateu-Figueras, G
Barceló-Vidal, C
机构
[1] Univ Politecn Catalunya, Dept Matemat Aplicada 3, Barcelona, Spain
[2] Univ Girona, Dept Informat & Matemat Aplicada, Girona, Spain
来源
MATHEMATICAL GEOLOGY | 2003年 / 35卷 / 03期
关键词
Aitchison distance; Aitchison geometry; geodesic; orthogonal subcompositions; ternary diagram;
D O I
10.1023/A:1023818214614
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Geometry in the simplex has been developed in the last 15 years mainly based on the contributions due to J. Aitchison. The main goal was to develop analytical tools for the statistical analysis of compositional data. Our present aim is to get a further insight into some aspects of this geometry in order to clarify the way for more complex statistical approaches. This is done by way of orthonormal bases, which allow for a straightforward handling of geometric elements in the simplex. The transformation into real coordinates preserves all metric properties and is thus called isometric logratio transformation (ilr). An important result is the decomposition of the simplex, as a vector space, into orthogonal subspaces associated with nonoverlapping subcompositions. This gives the key to join compositions with different parts into a single composition by using a balancing element. The relationship between ilr transformations and the centered-logratio (clr) and additive-logratio (alr) transformations is also studied. Exponential growth or decay of mass is used to illustrate compositional linear processes, parallelism and orthogonality in the simplex.
引用
收藏
页码:279 / 300
页数:22
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