Results 11 to 20 of about 1,328,298 (163)

Geometry from Information Geometry [PDF]

open access: yesAIP Conference Proceedings, 2015
We use the method of maximum entropy to model physical space as a curved statistical manifold. It is then natural to use information geometry to explain the geometry of space.
Caticha, Ariel
core   +2 more sources

Nonparametric Information Geometry [PDF]

open access: yes, 2013
The differential-geometric structure of the set of positive densities on a given measure space has raised the interest of many mathematicians after the discovery by C.R. Rao of the geometric meaning of the Fisher information.
A. Ambrosetti   +43 more
core   +2 more sources

An Elementary Introduction to Information Geometry [PDF]

open access: yesEntropy, 2020
In this survey, we describe the fundamental differential-geometric structures of information manifolds, state the fundamental theorem of information geometry, and illustrate some use cases of these information manifolds in information sciences.
Frank Nielsen
doaj   +4 more sources

Information Geometry on the \(\kappa\)-Thermostatistics [PDF]

open access: yesEntropy, 2015
We explore the information geometric structure of the statistical manifold generated by the \(\kappa\)-deformed exponential family. The dually-flat manifold is obtained as a dualistic Hessian structure by introducing suitable generalization of the Fisher
Tatsuaki Wada, Antonio M. Scarfone
doaj   +5 more sources

Information Geometry and Phase Transitions [PDF]

open access: yesPhysica A: Statistical Mechanics and its Applications, 2004
The introduction of a metric onto the space of parameters in models in Statistical Mechanics and beyond gives an alternative perspective on their phase structure. In such a geometrization, the scalar curvature, R, plays a central role.
D.A. Johnston   +11 more
core   +6 more sources

Divergence functions in Information Geometry [PDF]

open access: yes, 2019
A recently introduced canonical divergence $\mathcal{D}$ for a dual structure $(\mathrm{g},\nabla,\nabla^*)$ is discussed in connection to other divergence functions.
J Zhang   +9 more
core   +2 more sources

Pullback Bundles and the Geometry of Learning

open access: yesEntropy, 2023
Explainable Artificial Intelligence (XAI) and acceptable artificial intelligence are active topics of research in machine learning. For critical applications, being able to prove or at least to ensure with a high probability the correctness of algorithms
Stéphane Puechmorel
doaj   +1 more source

Statistical Analysis of Plasma Dynamics in Gyrokinetic Simulations of Stellarator Turbulence

open access: yesEntropy, 2023
A geometrical method for assessing stochastic processes in plasma turbulence is investigated in this study. The thermodynamic length methodology allows using a Riemannian metric on the phase space; thus, distances between thermodynamic states can be ...
Aristeides D. Papadopoulos   +4 more
doaj   +1 more source

Quantum information geometry of driven CFTs

open access: yesJournal of High Energy Physics, 2023
Driven quantum systems exhibit a large variety of interesting and sometimes exotic phenomena. Of particular interest are driven conformal field theories (CFTs) which describe quantum many-body systems at criticality.
Jan de Boer   +3 more
doaj   +1 more source

How Morphological Computation Shapes Integrated Information in Embodied Agents

open access: yesFrontiers in Psychology, 2021
The Integrated Information Theory provides a quantitative approach to consciousness and can be applied to neural networks. An embodied agent controlled by such a network influences and is being influenced by its environment.
Carlotta Langer   +5 more
doaj   +1 more source

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