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Diversity and its decomposition into variety, balance and disparity

Diversity is a central concept in many fields. Despite its importance, there is no unified methodological framework to measure diversity and its three components of variety, balance and disparity. Current approaches take into account disparity of the types by considering their pairwise similarities....

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Detalles Bibliográficos
Autor principal: van Dam, Alje
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6689592/
https://www.ncbi.nlm.nih.gov/pubmed/31417744
http://dx.doi.org/10.1098/rsos.190452
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author van Dam, Alje
author_facet van Dam, Alje
author_sort van Dam, Alje
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description Diversity is a central concept in many fields. Despite its importance, there is no unified methodological framework to measure diversity and its three components of variety, balance and disparity. Current approaches take into account disparity of the types by considering their pairwise similarities. Pairwise similarities between types may not adequately capture total disparity, since they do not take into account in which way pairs are similar. Hence, pairwise similarities do not discriminate between similarities of types in terms of the same feature and similarities in which all pairs share different features. This paper presents an alternative approach which is based on the overlap of features over the whole set of types. This results in a measure of diversity that takes into account the aspects of variety, balance and disparity. Based on this measure, the ‘ABC decomposition’ is introduced, which provides separate measures for the variety, balance and disparity, allowing them to enter analysis separately. The method is illustrated by analysing the industrial diversity from 1850 to present while taking into account the overlap in occupations they employ. Finally, the framework is extended to take into account disparity considering multiple features, providing a helpful tool in analysis of high-dimensional data.
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spelling pubmed-66895922019-08-15 Diversity and its decomposition into variety, balance and disparity van Dam, Alje R Soc Open Sci Mathematics Diversity is a central concept in many fields. Despite its importance, there is no unified methodological framework to measure diversity and its three components of variety, balance and disparity. Current approaches take into account disparity of the types by considering their pairwise similarities. Pairwise similarities between types may not adequately capture total disparity, since they do not take into account in which way pairs are similar. Hence, pairwise similarities do not discriminate between similarities of types in terms of the same feature and similarities in which all pairs share different features. This paper presents an alternative approach which is based on the overlap of features over the whole set of types. This results in a measure of diversity that takes into account the aspects of variety, balance and disparity. Based on this measure, the ‘ABC decomposition’ is introduced, which provides separate measures for the variety, balance and disparity, allowing them to enter analysis separately. The method is illustrated by analysing the industrial diversity from 1850 to present while taking into account the overlap in occupations they employ. Finally, the framework is extended to take into account disparity considering multiple features, providing a helpful tool in analysis of high-dimensional data. The Royal Society 2019-07-17 /pmc/articles/PMC6689592/ /pubmed/31417744 http://dx.doi.org/10.1098/rsos.190452 Text en © 2019 The Authors. http://creativecommons.org/licenses/by/4.0/ Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited.
spellingShingle Mathematics
van Dam, Alje
Diversity and its decomposition into variety, balance and disparity
title Diversity and its decomposition into variety, balance and disparity
title_full Diversity and its decomposition into variety, balance and disparity
title_fullStr Diversity and its decomposition into variety, balance and disparity
title_full_unstemmed Diversity and its decomposition into variety, balance and disparity
title_short Diversity and its decomposition into variety, balance and disparity
title_sort diversity and its decomposition into variety, balance and disparity
topic Mathematics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6689592/
https://www.ncbi.nlm.nih.gov/pubmed/31417744
http://dx.doi.org/10.1098/rsos.190452
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