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Tools for compositional data with a total.

Authors :
Pawlowsky-Glahn, Vera
Egozcue, Juan José
Lovell, David
Source :
Statistical Modelling: An International Journal. Apr2015, Vol. 15 Issue 2, p175-190. 16p.
Publication Year :
2015

Abstract

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. [ABSTRACT FROM PUBLISHER]

Details

Language :
English
ISSN :
1471082X
Volume :
15
Issue :
2
Database :
Academic Search Index
Journal :
Statistical Modelling: An International Journal
Publication Type :
Academic Journal
Accession number :
101812112
Full Text :
https://doi.org/10.1177/1471082X14535526