Selected Applications of Convex Optimization

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.