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Generalization of the Partitioning of Shannon Diversity
Traditional measures of diversity, namely the number of species as well as Simpson's and Shannon's indices, are particular cases of Tsallis entropy. Entropy decomposition, i.e. decomposing gamma entropy into alpha and beta components, has been previously derived in the literature. We propo...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3946064/ https://www.ncbi.nlm.nih.gov/pubmed/24603966 http://dx.doi.org/10.1371/journal.pone.0090289 |
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author | Marcon, Eric Scotti, Ivan Hérault, Bruno Rossi, Vivien Lang, Gabriel |
author_facet | Marcon, Eric Scotti, Ivan Hérault, Bruno Rossi, Vivien Lang, Gabriel |
author_sort | Marcon, Eric |
collection | PubMed |
description | Traditional measures of diversity, namely the number of species as well as Simpson's and Shannon's indices, are particular cases of Tsallis entropy. Entropy decomposition, i.e. decomposing gamma entropy into alpha and beta components, has been previously derived in the literature. We propose a generalization of the additive decomposition of Shannon entropy applied to Tsallis entropy. We obtain a self-contained definition of beta entropy as the information gain brought by the knowledge of each community composition. We propose a correction of the estimation bias allowing to estimate alpha, beta and gamma entropy from the data and eventually convert them into true diversity. We advocate additive decomposition in complement of multiplicative partitioning to allow robust estimation of biodiversity. |
format | Online Article Text |
id | pubmed-3946064 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-39460642014-03-12 Generalization of the Partitioning of Shannon Diversity Marcon, Eric Scotti, Ivan Hérault, Bruno Rossi, Vivien Lang, Gabriel PLoS One Research Article Traditional measures of diversity, namely the number of species as well as Simpson's and Shannon's indices, are particular cases of Tsallis entropy. Entropy decomposition, i.e. decomposing gamma entropy into alpha and beta components, has been previously derived in the literature. We propose a generalization of the additive decomposition of Shannon entropy applied to Tsallis entropy. We obtain a self-contained definition of beta entropy as the information gain brought by the knowledge of each community composition. We propose a correction of the estimation bias allowing to estimate alpha, beta and gamma entropy from the data and eventually convert them into true diversity. We advocate additive decomposition in complement of multiplicative partitioning to allow robust estimation of biodiversity. Public Library of Science 2014-03-06 /pmc/articles/PMC3946064/ /pubmed/24603966 http://dx.doi.org/10.1371/journal.pone.0090289 Text en © 2014 Marcon et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Marcon, Eric Scotti, Ivan Hérault, Bruno Rossi, Vivien Lang, Gabriel Generalization of the Partitioning of Shannon Diversity |
title | Generalization of the Partitioning of Shannon Diversity |
title_full | Generalization of the Partitioning of Shannon Diversity |
title_fullStr | Generalization of the Partitioning of Shannon Diversity |
title_full_unstemmed | Generalization of the Partitioning of Shannon Diversity |
title_short | Generalization of the Partitioning of Shannon Diversity |
title_sort | generalization of the partitioning of shannon diversity |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3946064/ https://www.ncbi.nlm.nih.gov/pubmed/24603966 http://dx.doi.org/10.1371/journal.pone.0090289 |
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