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Cumulative Residual q-Fisher Information and Jensen-Cumulative Residual χ(2) Divergence Measures

In this work, we define cumulative residual q-Fisher (CRQF) information measures for the survival function (SF) of the underlying random variables as well as for the model parameter. We also propose q-hazard rate (QHR) function via q-logarithmic function as a new extension of hazard rate function. W...

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Autores principales: Kharazmi, Omid, Balakrishnan, Narayanaswamy, Jamali, Hassan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8947725/
https://www.ncbi.nlm.nih.gov/pubmed/35327852
http://dx.doi.org/10.3390/e24030341
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author Kharazmi, Omid
Balakrishnan, Narayanaswamy
Jamali, Hassan
author_facet Kharazmi, Omid
Balakrishnan, Narayanaswamy
Jamali, Hassan
author_sort Kharazmi, Omid
collection PubMed
description In this work, we define cumulative residual q-Fisher (CRQF) information measures for the survival function (SF) of the underlying random variables as well as for the model parameter. We also propose q-hazard rate (QHR) function via q-logarithmic function as a new extension of hazard rate function. We show that CRQF information measure can be expressed in terms of the QHR function. We define further generalized cumulative residual [Formula: see text] divergence measures between two SFs. We then examine the cumulative residual q-Fisher information for two well-known mixture models, and the corresponding results reveal some interesting connections between the cumulative residual q-Fisher information and the generalized cumulative residual [Formula: see text] divergence measures. Further, we define Jensen-cumulative residual [Formula: see text] (JCR- [Formula: see text]) measure and a parametric version of the Jensen-cumulative residual Fisher information measure and then discuss their properties and inter-connections. Finally, for illustrative purposes, we examine a real example of image processing and provide some numerical results in terms of the CRQF information measure.
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spelling pubmed-89477252022-03-25 Cumulative Residual q-Fisher Information and Jensen-Cumulative Residual χ(2) Divergence Measures Kharazmi, Omid Balakrishnan, Narayanaswamy Jamali, Hassan Entropy (Basel) Article In this work, we define cumulative residual q-Fisher (CRQF) information measures for the survival function (SF) of the underlying random variables as well as for the model parameter. We also propose q-hazard rate (QHR) function via q-logarithmic function as a new extension of hazard rate function. We show that CRQF information measure can be expressed in terms of the QHR function. We define further generalized cumulative residual [Formula: see text] divergence measures between two SFs. We then examine the cumulative residual q-Fisher information for two well-known mixture models, and the corresponding results reveal some interesting connections between the cumulative residual q-Fisher information and the generalized cumulative residual [Formula: see text] divergence measures. Further, we define Jensen-cumulative residual [Formula: see text] (JCR- [Formula: see text]) measure and a parametric version of the Jensen-cumulative residual Fisher information measure and then discuss their properties and inter-connections. Finally, for illustrative purposes, we examine a real example of image processing and provide some numerical results in terms of the CRQF information measure. MDPI 2022-02-27 /pmc/articles/PMC8947725/ /pubmed/35327852 http://dx.doi.org/10.3390/e24030341 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kharazmi, Omid
Balakrishnan, Narayanaswamy
Jamali, Hassan
Cumulative Residual q-Fisher Information and Jensen-Cumulative Residual χ(2) Divergence Measures
title Cumulative Residual q-Fisher Information and Jensen-Cumulative Residual χ(2) Divergence Measures
title_full Cumulative Residual q-Fisher Information and Jensen-Cumulative Residual χ(2) Divergence Measures
title_fullStr Cumulative Residual q-Fisher Information and Jensen-Cumulative Residual χ(2) Divergence Measures
title_full_unstemmed Cumulative Residual q-Fisher Information and Jensen-Cumulative Residual χ(2) Divergence Measures
title_short Cumulative Residual q-Fisher Information and Jensen-Cumulative Residual χ(2) Divergence Measures
title_sort cumulative residual q-fisher information and jensen-cumulative residual χ(2) divergence measures
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8947725/
https://www.ncbi.nlm.nih.gov/pubmed/35327852
http://dx.doi.org/10.3390/e24030341
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