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Information-Geometric Approach for a One-Sided Truncated Exponential Family
In information geometry, there has been extensive research on the deep connections between differential geometric structures, such as the Fisher metric and the α-connection, and the statistical theory for statistical models satisfying regularity conditions. However, the study of information geometry...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10217678/ https://www.ncbi.nlm.nih.gov/pubmed/37238524 http://dx.doi.org/10.3390/e25050769 |
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author | Yoshioka, Masaki Tanaka, Fuyuhiko |
author_facet | Yoshioka, Masaki Tanaka, Fuyuhiko |
author_sort | Yoshioka, Masaki |
collection | PubMed |
description | In information geometry, there has been extensive research on the deep connections between differential geometric structures, such as the Fisher metric and the α-connection, and the statistical theory for statistical models satisfying regularity conditions. However, the study of information geometry for non-regular statistical models is insufficient, and a one-sided truncated exponential family (oTEF) is one example of these models. In this paper, based on the asymptotic properties of maximum likelihood estimators, we provide a Riemannian metric for the oTEF. Furthermore, we demonstrate that the oTEF has an α = 1 parallel prior distribution and that the scalar curvature of a certain submodel, including the Pareto family, is a negative constant. |
format | Online Article Text |
id | pubmed-10217678 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-102176782023-05-27 Information-Geometric Approach for a One-Sided Truncated Exponential Family Yoshioka, Masaki Tanaka, Fuyuhiko Entropy (Basel) Article In information geometry, there has been extensive research on the deep connections between differential geometric structures, such as the Fisher metric and the α-connection, and the statistical theory for statistical models satisfying regularity conditions. However, the study of information geometry for non-regular statistical models is insufficient, and a one-sided truncated exponential family (oTEF) is one example of these models. In this paper, based on the asymptotic properties of maximum likelihood estimators, we provide a Riemannian metric for the oTEF. Furthermore, we demonstrate that the oTEF has an α = 1 parallel prior distribution and that the scalar curvature of a certain submodel, including the Pareto family, is a negative constant. MDPI 2023-05-08 /pmc/articles/PMC10217678/ /pubmed/37238524 http://dx.doi.org/10.3390/e25050769 Text en © 2023 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 Yoshioka, Masaki Tanaka, Fuyuhiko Information-Geometric Approach for a One-Sided Truncated Exponential Family |
title | Information-Geometric Approach for a One-Sided Truncated Exponential Family |
title_full | Information-Geometric Approach for a One-Sided Truncated Exponential Family |
title_fullStr | Information-Geometric Approach for a One-Sided Truncated Exponential Family |
title_full_unstemmed | Information-Geometric Approach for a One-Sided Truncated Exponential Family |
title_short | Information-Geometric Approach for a One-Sided Truncated Exponential Family |
title_sort | information-geometric approach for a one-sided truncated exponential family |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10217678/ https://www.ncbi.nlm.nih.gov/pubmed/37238524 http://dx.doi.org/10.3390/e25050769 |
work_keys_str_mv | AT yoshiokamasaki informationgeometricapproachforaonesidedtruncatedexponentialfamily AT tanakafuyuhiko informationgeometricapproachforaonesidedtruncatedexponentialfamily |