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portada Handbook of Variational Methods for Nonlinear Geometric Data (en Inglés)
Formato
Libro Físico
Editorial
Año
2020
Idioma
Inglés
N° páginas
701
Encuadernación
Tapa Dura
ISBN13
9783030313500
N° edición
1

Handbook of Variational Methods for Nonlinear Geometric Data (en Inglés)

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Reseña del libro "Handbook of Variational Methods for Nonlinear Geometric Data (en Inglés)"

This book covers different, current research directions in the context of variational methods for non-linear geometric data. Each chapter will be authored by leading experts in the respectiveThis book covers different, current research directions in the context of variational methods for non-linear geometric data. Each chapter will be authored by leading experts in the respective discipline and will provide an introduction, an overview and a description of the current state of the art.Non-linear geometric data arises in various applications in science and engineering. Examples of nonlinear data spaces are diverse and include, for instance, nonlinear spaces of matrices, spaces of curves, shapes as well as manifolds of probability measures. Applications can be found in biology, medicine, product engineering, geography and computer vision for instance.Variational methods on the other hand have evolved to being amongst the most powerful tools for applied mathematics. They involve techniques from various branches of mathematics such as statistics, modeling, optimization, numerical mathematics and analysis. The vast majority of research on variational methods, however, is focused on data in linear spaces. Variational methods for non-linear data is currently an emerging research topic.As a result, and since such methods involve various branches of mathematics, there is a plethora of different, recent approaches dealing with different aspects of variational methods for nonlinear geometric data. Research results are rather scattered and appear in journals of different mathematical communities.The main purpose of the book is to account for that by providing, for the first time, a comprehensive collection of different research directions and existing approaches in this context. It is organized in a way that leading researchers from the different fields provide an introductory overview of recent research directions in their respective discipline. As such, the book is a unique reference work for both newcomers in the field of variational methods for non-linear geometric data, as well as for established experts that aim at to exploit new research directions or collaborations.Chapter 21 of this book is available open access under a CC BY 4.0 license at link.springer.com.

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