ENGLISH

Selected Applications of Convex Optimization

By Li Li

Book information

Publisher
Springer Berlin Heidelberg
Year
2015
ISBN
3662463555, 978-3-662-46355-0, 978-3-662-46356-7, 3662463563, 978-7-302-39029-9
Language
english
Format
PDF
Filesize
2 MB (2507958 bytes)
Series
Springer Optimization and Its Applications : 103
Pages
140\150
Library
kolxoz
Time added
2017-10-15 16:00:00
Mathematics;Computer software;Mathematical models;

Description

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 Front Matter....Pages i-x Preliminary Knowledge....Pages 1-15 Support Vector Machines....Pages 17-52 Parameter Estimations....Pages 53-78 Norm Approximation and Regularization....Pages 79-98 Semidefinite Programming and Linear Matrix Inequalities....Pages 99-114 Convex Relaxation....Pages 115-126 Geometric Problems....Pages 127-138 Back Matter....Pages 139-140

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