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Biplots of Compositional Data

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Author Info
J. Aitchison
Michael Greenacre ()
Abstract

The singular value decomposition and its interpretation as a linear biplot has proved to be a powerful tool for analysing many forms of multivariate data. Here we adapt biplot methodology to the speciffic 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 special features of compositional data: the study of ratios, subcompositions and models of compositional relationships. The methodology is demonstrated on 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.

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File URL: http://www.econ.upf.edu/docs/papers/downloads/557.pdf
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Publisher Info
Paper provided by Department of Economics and Business, Universitat Pompeu Fabra in its series Economics Working Papers with number 557.

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Date of creation: Jun 2001
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Handle: RePEc:upf:upfgen:557

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Web page: http://www.econ.upf.edu/

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Related research
Keywords: Logratio transformation; principal component analysis; relative variation biplot; singular value decomposition; subcomposition;

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Find related papers by JEL classification:
C19 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Other
C88 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Other Computer Software

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  1. Juan Manuel Larrosa, 2003. "A Compositional Statistical Analysis of Capital per Worker," Macroeconomics 0301006, EconWPA. [Downloadable!]
  2. Michael Greenacre & Anna Torres, 2002. "Measuring Asymmetries in Brand Associations Using Correspondence Analysis," Economics Working Papers 630, Department of Economics and Business, Universitat Pompeu Fabra. [Downloadable!]
  3. Michael Greenacre, 2002. "Ratio Maps and Correspondence Analysis," Economics Working Papers 598, Department of Economics and Business, Universitat Pompeu Fabra. [Downloadable!]
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This page was last updated on 2009-11-27.


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