Large-Scale Convex Optimization : Algorithms & Analyses via Monotone Operators

This introduction to the theory of convex optimization algorithms presents a unified analysis of first-order optimization methods using the abstraction of monotone operators. The text empowers graduate students in mathematics, computer science, and engineering to choose and design the splitting methods best suited for a given problem.

• | : Ernest K. Ryu (Seoul National University), Wotao Yin (University of California, Los Angeles)
• | Publisher: Cambridge University Press
• | Publication Date: Dec 01, 2022
• | Country of Publication: United Kingdom
• | Number of Pages: 400 pages
• | Language: Unknown
• | Binding: Hardback
• | ISBN-10: 1009160850
• | ISBN-13: 9781009160858