This book focuses on information geometry manifolds of structured data/information and their advanced applications featuring new and fruitful interactions between several branches of science: information science, mathematics and physics. It addresses interrelations between different mathematical domains like shape spaces, probability/optimization & algorithms on manifolds, relational and discrete metric spaces, computational and Hessian information geometry, algebraic/infinite dimensional/Banach information manifolds, divergence geometry, tensor-valued morphology, optimal transport theory, manifold & topology learning, and applications like geometries of audio-processing, inverse problems and signal processing.
The book collects the most important contributions to the conference GSI'2017 - Geometric Science of Information.
| Author: Frank Nielsen |
| Publisher: Springer |
| Publication Date: Nov 29, 2018 |
| Number of Pages: 392 pages |
| Binding: Hardback or Cased Book |
| ISBN-10: 3030025195 |
| ISBN-13: 9783030025199 |