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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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Autor principal: Pistone, Giovanni
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
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.
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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
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