Overview
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