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Lagrangian Function on the Finite State Space Statistical Bundle
The statistical bundle is the set of couples ([Formula: see text]) of a probability density Q and a random variable W such that [Formula: see text]. On a finite state space, we assume Q to be a probability density with respect to the uniform probability and give an affine atlas of charts such that t...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2018
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512633/ https://www.ncbi.nlm.nih.gov/pubmed/33265230 http://dx.doi.org/10.3390/e20020139 |
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author | Pistone, Giovanni |
author_facet | Pistone, Giovanni |
author_sort | Pistone, Giovanni |
collection | PubMed |
description | The statistical bundle is the set of couples ([Formula: see text]) of a probability density Q and a random variable W such that [Formula: see text]. On a finite state space, we assume Q to be a probability density with respect to the uniform probability and give an affine atlas of charts such that the resulting manifold is a model for Information Geometry. Velocity and acceleration of a one-dimensional statistical model are computed in this set up. The Euler–Lagrange equations are derived from the Lagrange action integral. An example Lagrangian using minus the entropy as potential energy is briefly discussed. |
format | Online Article Text |
id | pubmed-7512633 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75126332020-11-09 Lagrangian Function on the Finite State Space Statistical Bundle Pistone, Giovanni Entropy (Basel) Article The statistical bundle is the set of couples ([Formula: see text]) of a probability density Q and a random variable W such that [Formula: see text]. On a finite state space, we assume Q to be a probability density with respect to the uniform probability and give an affine atlas of charts such that the resulting manifold is a model for Information Geometry. Velocity and acceleration of a one-dimensional statistical model are computed in this set up. The Euler–Lagrange equations are derived from the Lagrange action integral. An example Lagrangian using minus the entropy as potential energy is briefly discussed. MDPI 2018-02-22 /pmc/articles/PMC7512633/ /pubmed/33265230 http://dx.doi.org/10.3390/e20020139 Text en © 2018 by the author. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Pistone, Giovanni Lagrangian Function on the Finite State Space Statistical Bundle |
title | Lagrangian Function on the Finite State Space Statistical Bundle |
title_full | Lagrangian Function on the Finite State Space Statistical Bundle |
title_fullStr | Lagrangian Function on the Finite State Space Statistical Bundle |
title_full_unstemmed | Lagrangian Function on the Finite State Space Statistical Bundle |
title_short | Lagrangian Function on the Finite State Space Statistical Bundle |
title_sort | lagrangian function on the finite state space statistical bundle |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512633/ https://www.ncbi.nlm.nih.gov/pubmed/33265230 http://dx.doi.org/10.3390/e20020139 |
work_keys_str_mv | AT pistonegiovanni lagrangianfunctiononthefinitestatespacestatisticalbundle |