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Progress in information geometrytheo...

Nielsen, Frank.

Progress in information geometrytheory and applications /

Record Type:	Electronic resources : Monograph/item
Title/Author:	Progress in information geometryedited by Frank Nielsen.
Reminder of title:	theory and applications /
other author:	Nielsen, Frank.
Published:	Cham :Springer International Publishing :2021.
Description:	xii, 274 p. :ill., digital ;24 cm.
Contained By:	Springer Nature eBook
Subject:	Manifolds (Mathematics)
Online resource:	https://doi.org/10.1007/978-3-030-65459-7
ISBN:	9783030654597$q(electronic bk.)

Progress in information geometrytheory and applications /
Progress in information geometrytheory and applications /[electronic resource] :edited by Frank Nielsen. - Cham :Springer International Publishing :2021. - xii, 274 p. :ill., digital ;24 cm. - Signals and communication technology,1860-4862. - Signals and communication technology..

Information Geometry of smooth densities on the Gaussian space: Poincare inequalities -- On Normalization Functions and ϕ-families of Probability Distributions -- Affine Connections with Torsion in (para-)complexified Structures -- Contact Hamiltonian systems for probability distribution functions and expectation variables: A study based on a class of master equations -- Invariant Koszul Form of Homogeneous Bounded Domains and Information Geometry Structures -- Gauge freedom of entropies on q-Gaussian measures -- On geodesic triangles with right angles in a dually flat space -- Chain Rule Optimal Transport -- Towards the "Shape" of Cosmological Observables and the String Theory Landscape with Topological Data Analysis -- A review of two decades of correlations, hierarchies, networks and clustering in financial markets.

This book focuses on information-geometric manifolds of structured data and models and related applied mathematics. It features new and fruitful interactions between several branches of science: Advanced Signal/Image/Video Processing, Complex Data Modeling and Analysis, Statistics on Manifolds, Topology/Machine/Deep Learning and Artificial Intelligence. The selection of applications makes the book a substantial information source, not only for academic scientist but it is also highly relevant for industry. The book project was initiated following discussions at the international conference GSI'2019 - Geometric Science of Information that was held at ENAC, Toulouse (France)

ISBN: 9783030654597$q(electronic bk.)

Standard No.: 10.1007/978-3-030-65459-7doiSubjects--Topical Terms:

198996
Manifolds (Mathematics)

LC Class. No.: QA613 / .P764 2021

Dewey Class. No.: 516.07

Progress in information geometrytheory and applications /
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245 0 0 $a Progress in information geometry $h [electronic resource] : $b theory and applications / $c edited by Frank Nielsen.
260 $a Cham : $b Springer International Publishing : $b Imprint: Springer, $c 2021.
300 $a xii, 274 p. : $b ill., digital ; $c 24 cm.
490 1 $a Signals and communication technology, $x 1860-4862
505 0 $a Information Geometry of smooth densities on the Gaussian space: Poincare inequalities -- On Normalization Functions and ϕ-families of Probability Distributions -- Affine Connections with Torsion in (para-)complexified Structures -- Contact Hamiltonian systems for probability distribution functions and expectation variables: A study based on a class of master equations -- Invariant Koszul Form of Homogeneous Bounded Domains and Information Geometry Structures -- Gauge freedom of entropies on q-Gaussian measures -- On geodesic triangles with right angles in a dually flat space -- Chain Rule Optimal Transport -- Towards the "Shape" of Cosmological Observables and the String Theory Landscape with Topological Data Analysis -- A review of two decades of correlations, hierarchies, networks and clustering in financial markets.
520 $a This book focuses on information-geometric manifolds of structured data and models and related applied mathematics. It features new and fruitful interactions between several branches of science: Advanced Signal/Image/Video Processing, Complex Data Modeling and Analysis, Statistics on Manifolds, Topology/Machine/Deep Learning and Artificial Intelligence. The selection of applications makes the book a substantial information source, not only for academic scientist but it is also highly relevant for industry. The book project was initiated following discussions at the international conference GSI'2019 - Geometric Science of Information that was held at ENAC, Toulouse (France)
650 0 $a Manifolds (Mathematics) $3 198996
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650 2 4 $a Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences. $3 348605
650 2 4 $a Signal, Image and Speech Processing. $3 273768
650 2 4 $a Coding and Information Theory. $3 273763
700 1 $a Nielsen, Frank. $3 339987
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