An Introduction to Optimization on Smooth Manifolds - Tapa blanda

Boumal, Nicolas

 
9781009166157: An Introduction to Optimization on Smooth Manifolds
Tapa blanda
ISBN 10: 1009166158 ISBN 13: 9781009166157
Editorial: Cambridge University Press, 2023

Sinopsis

Optimization on Riemannian manifolds-the result of smooth geometry and optimization merging into one elegant modern framework-spans many areas of science and engineering, including machine learning, computer vision, signal processing, dynamical systems and scientific computing. This text introduces the differential geometry and Riemannian geometry concepts that will help students and researchers in applied mathematics, computer science and engineering gain a firm mathematical grounding to use these tools confidently in their research. Its charts-last approach will prove more intuitive from an optimizer's viewpoint, and all definitions and theorems are motivated to build time-tested optimization algorithms. Starting from first principles, the text goes on to cover current research on topics including worst-case complexity and geodesic convexity. Readers will appreciate the tricks of the trade for conducting research and for numerical implementations sprinkled throughout the book.

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Acerca del autor

Nicolas Boumal is Assistant Professor of Mathematics at the École Polytechnique Fédérale de Lausanne (EPFL) in Switzerland, and an Associate Editor of the journal Mathematical Programming. His current research focuses on optimization, statistical estimation and numerical analysis. Over the course of his career, Boumal has contributed to several modern theoretical advances in Riemannian optimization. He is a lead-developer of the award-winning toolbox Manopt, which facilitates experimentation with optimization on manifolds.

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Editorial
Cambridge University Press
Año de publicación
2023
Idioma
Inglés
ISBN 10 
1009166158
ISBN 13 
9781009166157
Encuadernación
Tapa blanda
Número de páginas
358
Contacto del fabricante
no disponible
Persona responsable
Avery
https://www.avery.fr/

chemin des peupliers 27
Dardilly
Francia

Otras ediciones populares con el mismo título

9781009166171: An Introduction to Optimization on Smooth Manifolds

Edición Destacada

ISBN 10:  1009166174 ISBN 13:  9781009166171
Editorial: Cambridge University Press, 2023
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