Selected Applications of Convex Optimization

• Main Author: Li, Li (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2015.
• Series: Springer Optimization and Its Applications, 103
• Subjects: Mathematics.; Computer software.; Mathematical models.; Operations research.; Management science.; Operations Research, Management Science.; Mathematical Software.; Mathematical Modeling and Industrial Mathematics.

This book focuses on the applications of convex optimization and highlights several topics, including support vector machines, parameter estimation, norm approximation and regularization, semi-definite programming problems, convex relaxation, and geometric problems. All derivation processes are pres...

Table of Contents:

• Preliminary Knowledge
• Support Vector Machines
• Parameter Estimations
• Norm Approximation and Regulariztion
• Semi-Definite Programing and Linear Matrix Inequalities
• Convex Relaxation
• Geometric Problems.