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Entropy
Other literature type . 2020
License: CC BY
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Lie Group Statistics and Lie Group Machine Learning Based on Souriau Lie Groups Thermodynamics &

Authors: Barbaresco;

Lie Group Statistics and Lie Group Machine Learning Based on Souriau Lie Groups Thermodynamics &

Abstract

s moment map. For this case, the coadjoint action on moment map is equivariant. For non-null cohomology, we give the case of Lie group SE(2). Finally, we will propose a new geometric definition of Entropy that could be built as a generalized Casimir invariant function in coadjoint representation, and Massieu characteristic function, dual of Entropy by Legendre transform, as a generalized Casimir invariant function in adjoint representation, where Souriau cocycle is a measure of the lack of equivariance of the moment mapping.

s group in classical physics). Souriau Lie Group Thermodynamics was also addressed 30 years after Souriau by R.F. Streater in the framework of Quantum Physics by Information Geometry for some Lie algebras, but only in the case of null cohomology. Souriau method could then be applied on Lie groups to define a covariant maximum entropy density by Kirillov representation theory. We will illustrate this method for homogeneous Siegel domains and more especially for Poincaré

associated to a homogeneous symplectic manifold by a Lagrange 2-form, and defines in case of non null cohomology (non equivariance of the coadjoint action on the moment map with appearance of an additional cocyle) a Gibbs density (of maximum entropy) that is covariant under the action of dynamic groups of physics (e.g., Galileo&rsquo

unit disk by considering SU(1,1) group coadjoint orbit and by using its Souriau&rsquo

in Statistical Mechanics in the framework of Geometric Mechanics. This Souriau&rsquo

s model considers the statistical mechanics of dynamic systems in their &ldquo

In 1969, Jean-Marie Souriau introduced a &ldquo

Lie Groups Thermodynamics&rdquo

space of evolution&rdquo

Keywords

coadjoint orbits, Souriau-Fisher metric, Lie groups thermodynamics, Lie group machine learning, maximum entropy density, covariant Gibbs density, generalized Casimir invariant function, Kirillov representation theory, moment map

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
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