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Details the interplay between proof systems and efficient algorithm design and surveys the state-of-the-art for two of the most important semi-algebraic proof systems: Sherali-Adams and Sum-of-Squares. The book provides the readers with a rigorous treatment of these systems both as proof systems, and as a general family of optimization algorithms.
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