Selected Applications of Convex Optimization
Başlık:
Selected Applications of Convex Optimization
ISBN:
9783662463567
Personal Author:
Edition:
1st ed. 2015.
Yayın Bilgileri:
Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2015.
Fiziksel Tanımlama:
X, 140 p. 30 illus., 25 illus. in color. online resource.
Series:
Springer Optimization and Its Applications, 103
Contents:
Preliminary Knowledge -- Support Vector Machines -- Parameter Estimations -- Norm Approximation and Regulariztion -- Semi-Definite Programing and Linear Matrix Inequalities -- Convex Relaxation -- Geometric Problems.
Abstract:
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 presented in detail to aid in comprehension. The book offers concrete guidance, helping readers recognize and formulate convex optimization problems they might encounter in practice.
Ek Kurum Yazarı:
Dil:
English