Bibliograph

Selected Applications of Convex Optimization, by Li Li

Type

Label

Selected Applications of Convex Optimization, by Li Li

Language

eng

resource.imageBitDepth

Literary Form

non fiction

Main title

Selected Applications of Convex Optimization

Medium

electronic resource

Oclc number

906162583

Responsibility statement

by Li Li

Series statement

Springer Optimization and Its Applications,, 103, 1931-6828

Summary

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

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

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