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Geometric Structures of Information
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 dom...
Müşterek Yazar: | |
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Diğer Yazarlar: | |
Materyal Türü: | e-Kitap |
Dil: | İngilizce |
Baskı/Yayın Bilgisi: |
Cham :
Springer International Publishing :
2019.
Imprint: Springer, |
Edisyon: | 1st ed. 2019. |
Seri Bilgileri: | Signals and Communication Technology,
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Konular: | |
Online Erişim: | Full-text access |
Özet: | 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. |
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Fiziksel Özellikler: | VIII, 392 p. 49 illus., 36 illus. in color. online resource. |
ISBN: | 9783030025205 |
ISSN: | 1860-4870 |
DOI: | 10.1007/978-3-030-02520-5 |