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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-8947725 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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