An Introduction to Optimization on Smooth Manifolds

Optimization on Riemannian manifolds-the result of smooth geometry and optimization merging into one elegant modern framework-spans many...
CHF 244.28
CHF 244.28
SKU: 9781009166171
Product Type: Books
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Author: Nicolas Boumal
Format: Hardcover
Language: English
Subtotal: CHF 244.28
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An Introduction to Optimization on Smooth Manifolds by Boumal, Nicolas

An Introduction to Optimization on Smooth Manifolds

CHF 244.28

An Introduction to Optimization on Smooth Manifolds

CHF 244.28
Author: Nicolas Boumal
Format: Hardcover
Language: English
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.

Author: Nicolas Boumal
Publisher: Cambridge University Press
Published: 03/16/2023
Pages: 400
Binding Type: Hardcover
Weight: 1.84lbs
Size: 10.00h x 7.00w x 0.81d
ISBN: 9781009166171

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