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An Introduction to Convexity, Optimization, and Algorithms

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An Introduction to Convexity, Optimization, and Algorithms - Bauschke, Heinz H., and Moursi, Walaa M.
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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 ...

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An Introduction to Convexity, Optimization, and Algorithms 2024, Society for Industrial & Applied Mathematics,U.S., New York

ISBN-13: 9781611977790

Paperback