Geometric Science of Information, Frank Nielsen; Frederic Barbaresco
Автор: Frank Nielsen; Fr?d?ric Barbaresco Название: Geometric Science of Information ISBN: 3319684442 ISBN-13(EAN): 9783319684444 Издательство: Springer Рейтинг: Цена: 102480.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание:
This book constitutes the refereed proceedings of the Third International Conference on Geometric Science of Information, GSI 2017, held in Paris, France, in November 2017.
The 101 full papers presented were carefully reviewed and selected from 113 submissions and are organized into the following subjects:
Statistics on non-linear data
Shape Space
Optimal Transport & Applications I (Data Science and Economics)
Optimal Transport & Applications II (Signal and Image Processing)
Topology and statistical learning
Statistical Manifold & Hessian Information Geometry
Monotone Embedding in Information Geometry
Information Structure in Neuroscience
Geometric Robotics & Tracking
Geometric Mechanics & Robotics
Stochastic Geometric Mechanics & Lie Group Thermodynamics
Probability on Riemannian Manifolds
Divergence Geometry
Geometric Deep Learning
First and second-order Optimization on Statistical Manifolds
Non-parametric Information Geometry
Geometry of quantum states
Optimization on Manifold
Computational Information Geometry
Probability Density Estimation
Geometry of Tensor-Valued Data
Geometry and Inverse Problems
Geometry in Vision, Learning and Dynamical Systems
Lie Groups and Wavelets
Geometry of metric measure spaces
Geometry and Telecom
Geodesic Methods with Constraints
Applications of Distance Geometry
Автор: Frank Nielsen; Fr?d?ric Barbaresco Название: Geometric Science of Information ISBN: 3642400191 ISBN-13(EAN): 9783642400193 Издательство: Springer Рейтинг: Цена: 46570.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание:
Geometric statistics on manifolds and Lie groups.- Deformations in shape spaces.- Differential Geometry in Signal Processing.- Relational Metric.- Discrete Metric Spaces.- Computational Information Geometry.- Computational Aspects of Information Geometry in Statistics.- Optimization on Matrix Manifolds.- Optimal Transport Theory.- Probability on Manifolds.- Divergence Geometry and Ancillarity.- Entropic Geometry.- Tensor-Valued Mathematical Morphology.- Machine/Manifold/Topology Learning.- Hessian Information Geometry.- Geometry of Audio Processing.- Geometry of Inverse Problems.- Algebraic/Infinite dimensional/Banach Information Manifolds.- Information Geometry Manifolds.- Algorithms on Manifolds.
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