Tools for compositional data with a total


Autoria(s): Pawlowsky-Glahn, Vera; Egozcue, Juan José; Lovell, David
Data(s)

2014

Resumo

Compositional data analysis usually deals with relative information between parts where the total (abundances, mass, amount, etc.) is unknown or uninformative. This article addresses the question of what to do when the total is known and is of interest. Tools used in this case are reviewed and analysed, in particular the relationship between the positive orthant of D-dimensional real space, the product space of the real line times the D-part simplex, and their Euclidean space structures. The first alternative corresponds to data analysis taking logarithms on each component, and the second one to treat a log-transformed total jointly with a composition describing the distribution of component amounts. Real data about total abundances of phytoplankton in an Australian river motivated the present study and are used for illustration.

Identificador

http://eprints.qut.edu.au/93440/

Publicador

SAGE Publications Inc

Relação

DOI:10.1177/1471082X14535526

Pawlowsky-Glahn, Vera, Egozcue, Juan José, & Lovell, David (2014) Tools for compositional data with a total. Statistical Modelling, 15(2), pp. 175-190.

Fonte

School of Electrical Engineering & Computer Science; Science & Engineering Faculty

Palavras-Chave #Aitchison geometry #Euclidean isometry #ilr coordinates #product space #simplex
Tipo

Journal Article