Compositional data and Simpson's paradox


Autoria(s): Egozcue, Juan José; Pawlowsky-Glahn, Vera
Contribuinte(s)

Daunis i Estadella, Josep

Martín Fernández, Josep Antoni

Universitat de Girona. Departament d'Informàtica i Matemàtica Aplicada

Data(s)

28/05/2008

Resumo

Simpson's paradox, also known as amalgamation or aggregation paradox, appears when dealing with proportions. Proportions are by construction parts of a whole, which can be interpreted as compositions assuming they only carry relative information. The Aitchison inner product space structure of the simplex, the sample space of compositions, explains the appearance of the paradox, given that amalgamation is a nonlinear operation within that structure. Here we propose to use balances, which are specific elements of this structure, to analyse situations where the paradox might appear. With the proposed approach we obtain that the centre of the tables analysed is a natural way to compare them, which avoids by construction the possibility of a paradox. Key words: Aitchison geometry, geometric mean, orthogonal projection

Geologische Vereinigung; Institut d’Estadística de Catalunya; International Association for Mathematical Geology; Càtedra Lluís Santaló d’Aplicacions de la Matemàtica; Generalitat de Catalunya, Departament d’Innovació, Universitats i Recerca; Ministerio de Educación y Ciencia; Ingenio 2010.

Formato

application/pdf

Identificador

Egozcue, J.J.; Pawlowsky Glahn, V. 'Compositional data and Simpson's paradox' a CODAWORK’08. Girona: La Universitat, 2008 [consulta: 12 maig 2008]. Necessita Adobe Acrobat. Disponible a Internet a: http://hdl.handle.net/10256/718

http://hdl.handle.net/10256/718

Idioma(s)

eng

Publicador

Universitat de Girona. Departament d’Informàtica i Matemàtica Aplicada

Direitos

Tots els drets reservats

Palavras-Chave #Geometria d'Aitchison #Variables (Estadística)
Tipo

info:eu-repo/semantics/conferenceObject