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Similarity-Reduced Diversities: the Effective Entropy and the Reduced Entropy

The paper presents and analyzes the properties of a new diversity index, the effective entropy, which lowers Shannon entropy by taking into account the presence of similarities between items. Similarities decrease exponentially with the item dissimilarities, with a freely adjustable discriminability...

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Detalles Bibliográficos
Autor principal: Bavaud, François
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8924145/
https://www.ncbi.nlm.nih.gov/pubmed/35309152
http://dx.doi.org/10.1007/s00357-021-09395-4
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author Bavaud, François
author_facet Bavaud, François
author_sort Bavaud, François
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description The paper presents and analyzes the properties of a new diversity index, the effective entropy, which lowers Shannon entropy by taking into account the presence of similarities between items. Similarities decrease exponentially with the item dissimilarities, with a freely adjustable discriminability parameter controlling various diversity regimes separated by phase transitions. Effective entropies are determined iteratively, and turn out to be concave and subadditive, in contrast to the reduced entropy, proposed in Ecology for similar purposes. Two data sets are used to illustrate the formalism, and underline the role played by the dissimilarity types.
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spelling pubmed-89241452022-03-17 Similarity-Reduced Diversities: the Effective Entropy and the Reduced Entropy Bavaud, François J Classif Article The paper presents and analyzes the properties of a new diversity index, the effective entropy, which lowers Shannon entropy by taking into account the presence of similarities between items. Similarities decrease exponentially with the item dissimilarities, with a freely adjustable discriminability parameter controlling various diversity regimes separated by phase transitions. Effective entropies are determined iteratively, and turn out to be concave and subadditive, in contrast to the reduced entropy, proposed in Ecology for similar purposes. Two data sets are used to illustrate the formalism, and underline the role played by the dissimilarity types. Springer US 2021-09-08 2022 /pmc/articles/PMC8924145/ /pubmed/35309152 http://dx.doi.org/10.1007/s00357-021-09395-4 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Bavaud, François
Similarity-Reduced Diversities: the Effective Entropy and the Reduced Entropy
title Similarity-Reduced Diversities: the Effective Entropy and the Reduced Entropy
title_full Similarity-Reduced Diversities: the Effective Entropy and the Reduced Entropy
title_fullStr Similarity-Reduced Diversities: the Effective Entropy and the Reduced Entropy
title_full_unstemmed Similarity-Reduced Diversities: the Effective Entropy and the Reduced Entropy
title_short Similarity-Reduced Diversities: the Effective Entropy and the Reduced Entropy
title_sort similarity-reduced diversities: the effective entropy and the reduced entropy
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8924145/
https://www.ncbi.nlm.nih.gov/pubmed/35309152
http://dx.doi.org/10.1007/s00357-021-09395-4
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