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Books > Science & Mathematics > Mathematics > Geometry > Differential & Riemannian geometry

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An Introduction to Optimization on Smooth Manifolds (Paperback) Loot Price: R1,350
Discovery Miles 13 500
An Introduction to Optimization on Smooth Manifolds (Paperback): Nicolas Boumal

An Introduction to Optimization on Smooth Manifolds (Paperback)

Nicolas Boumal

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Loot Price R1,350 Discovery Miles 13 500 | Repayment Terms: R127 pm x 12*

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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 applied mathematics, computer science and engineering students and researchers gain a firm mathematical grounding to use these tools confidently in their research. Its chart-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.

General

Imprint: Cambridge UniversityPress
Country of origin: United Kingdom
Release date: February 2023
Authors: Nicolas Boumal
Format: Paperback - Trade
Pages: 400
ISBN-13: 978-1-00-916615-7
Categories: Books > Computing & IT > Applications of computing > Pattern recognition
Books > Science & Mathematics > Mathematics > Geometry > Differential & Riemannian geometry
Books > Science & Mathematics > Mathematics > Optimization > General
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LSN: 1-00-916615-8
Barcode: 9781009166157

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