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Large-Scale Convex Optimization: Algorithms & Analyses via Monotone Operators (2022)

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.

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Large-Scale Convex Optimization: Algorithms & Analyses via Monotone Operators (2022)

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