Selected Applications of Convex Optimization

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The book delves into the practical applications of convex optimization, covering essential topics such as support vector machines, parameter estimation, and semi-definite programming. It emphasizes detailed derivation processes to enhance understanding and provides concrete guidance for recognizing and formulating real-world convex optimization problems. Readers will gain insights into norm approximation, regularization, and geometric challenges, making it a valuable resource for both theoretical knowledge and practical application.