Algorithmic Advances in Riemannian Geometry and Applications

Language: English

Published by Springer International Publishing Jun 2018, 2018

3319831909 / 9783319831909

Series: Book 57 of 86 - Advances in Computer Vision and Pattern Recognition

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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermanyBuchWeltWeit Ludwig Meier e.K.

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This item is printed on demand - it takes 3-4 days longer - Neuware -This book presents a selection of the most recent algorithmic advances in Riemannian geometry in the context of machine learning, statistics, optimization, computer vision, and related fields. The unifying theme of the different chapters in the book is the exploitation of the geometry of data using the mathematical machinery of Riemannian geometry. As demonstrated by all the chapters in the book, when the data is intrinsically non-Euclidean, the utilization of this geometrical information can lead to better algorithms that can capture more accurately the structures inherent in the data, leading ultimately to better empirical performance. This book is not intended to be an encyclopedic compilation of the applications of Riemannian geometry. Instead, it focuses on several important research directions that are currently actively pursued by researchers in the field. These include statistical modeling and analysis on manifolds,optimization on manifolds, Riemannian manifolds and kernel methods, and dictionary learning and sparse coding on manifolds. Examples of applications include novel algorithms for Monte Carlo sampling and Gaussian Mixture Model fitting, 3D brain image analysis,image classification, action recognition, and motion tracking. 224 pp. Englisch.

Seller Inventory # 9783319831909

Title
Algorithmic Advances in Riemannian Geometry and Applications
Author
Vittorio Murino
Publisher
Springer International Publishing Jun 2018
Publication year
2018
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3319831909
ISBN 13
9783319831909
Item weight
388 grams
Dimensions
235x155x12 mm
Series
Book 57 of 86: Advances in Computer Vision and Pattern Recognition

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germany

5-star seller

AbeBooks seller since January 11, 2012

Shipping rates from Germany to U.S.A.

Item5 to 15 business days5 to 15 business days
First itemUS$ 26.40US$ 26.40
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BuchWeltWeit Ludwig Meier e.K.

Germany