Algorithmic Advances in Riemannian Geometry and Applications

Language: English

Published by Springer International Publishing, Springer Nature Switzerland Jun 2018, 2018

3319831909 / 9783319831909

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

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This item is printed on demand - Print on Demand Titel. Neuware -This book presents a selection of the most recent algorithmic advances in Riemanniangeometry in the context of machine learning, statistics, optimization, computervision, and related fields. The unifying theme of the different chapters in the bookis the exploitation of the geometry of data using the mathematical machinery ofRiemannian geometry. As demonstrated by all the chapters in the book, when the datais intrinsically non-Euclidean, the utilization of this geometrical information can leadto better algorithms that can capture more accurately the structures inherent in thedata, leading ultimately to better empirical performance. This book is not intended tobe an encyclopedic compilation of the applications of Riemannian geometry. Instead, itfocuses on several important research directions that are currently actively pursued byresearchers in the field. These include statistical modeling and analysis on manifolds,optimization on manifolds, Riemannian manifolds and kernel methods, and dictionarylearning and sparse coding on manifolds. Examples of applications include novel algorithmsfor Monte Carlo sampling and Gaussian Mixture Model fitting, 3D brain image analysis,image classification, action recognition, and motion tracking.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 224 pp. Englisch.

Seller Inventory # 9783319831909

Title
Algorithmic Advances in Riemannian Geometry and Applications
Author
Vittorio Murino
Publisher
Springer International Publishing, Springer Nature Switzerland 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

buchversandmimpf2000

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