[图书][B] Information geometry

N Ay, J Jost, H Vân Lê, L Schwachhöfer - 2017 - Springer
Information geometry is the differential geometric treatment of statistical models. It thereby
provides the mathematical foundation of statistics. Information geometry therefore is of …

[图书][B] Information geometry

KA Arwini, CTJ Dodson - 2008 - Springer
We use the term information geometry to cover those topics concerning the use of the Fisher
information matrix to define a Riemannian metric, § 2.0. 5, on smooth spaces of parametric …

[图书][B] Methods of information geometry

S Amari, H Nagaoka - 2000 - books.google.com
Information geometry provides the mathematical sciences with a fresh framework of
analysis. This book presents a comprehensive introduction to the mathematical foundation …

[图书][B] Information geometry and its applications

S Amari - 2016 - books.google.com
This is the first comprehensive book on information geometry, written by the founder of the
field. It begins with an elementary introduction to dualistic geometry and proceeds to a wide …

The many faces of information geometry

F Nielsen - Not. Am. Math. Soc, 2022 - ams.org
Information geometry Ama16 AJLS17 Ama21 aims at unravelling the geometric structures of
families of probability distributions and at studying their uses in information sciences …

Information geometry and sufficient statistics

N Ay, J Jost, HV Lê, L Schwachhöfer - Probability Theory and Related …, 2015 - Springer
Abstract Information geometry provides a geometric approach to families of statistical
models. The key geometric structures are the Fisher quadratic form and the Amari–Chentsov …

Riemann-Finsler geometry with applications to information geometry

Z Shen - Chinese Annals of Mathematics, Series B, 2006 - Springer
Abstract Information geometry is a new branch in mathematics, originated from the
applications of differential geometry to statistics. In this paper we briefly introduce Riemann …

[图书][B] Geometric modeling in probability and statistics

O Calin, C Udrişte - 2014 - Springer
Geometric Modeling in Probability and Statistics Page 1 Ovidiu Calin · Constantin Udrişte
Geometric Modeling in Probability and Statistics Page 2 Geometric Modeling in Probability and …

Distances and Riemannian metrics for spectral density functions

TT Georgiou - IEEE Transactions on Signal Processing, 2007 - ieeexplore.ieee.org
We introduce a differential-geometric structure for spectral density functions of discrete-time
random processes. This is quite analogous to the Riemannian structure of information …

An elementary introduction to information geometry

F Nielsen - Entropy, 2020 - mdpi.com
In this survey, we describe the fundamental differential-geometric structures of information
manifolds, state the fundamental theorem of information geometry, and illustrate some use …