ENGLISH

An Introduction to Convexity, Optimization, and Algorithms

By Heinz H. Bauschke , Walaa M. Moursi

Book information

Publisher
SIAM - Society for Industrial and Applied Mathematics
Year
2023
ISBN
1611977797, 9781611977790
Language
english
Format
DJVU
Filesize
2 MB (1888565 bytes)
Pages
191\192
DPI
600
Time added
2025-01-29 12:26:56

Description

This concise, self-contained volume introduces convex analysis and optimization algorithms, with an emphasis on bridging the two areas. It explores cutting-edge algorithms—such as the proximal gradient, Douglas–Rachford, Peaceman–Rachford, and FISTA—that have applications in machine learning, signal processing, image reconstruction, and other fields. An Introduction to Convexity, Optimization, and Algorithms contains algorithms illustrated by Julia examples and more than 200 exercises that enhance the reader’s understanding of the topic. Clear explanations and step-by-step algorithmic descriptions facilitate self-study for individuals looking to enhance their expertise in convex analysis and optimization.

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