Introductory Lectures on Convex Optimization: A Basic Course / Edition 1

Introductory Lectures on Convex Optimization: A Basic Course / Edition 1

by Yurii Nesterov
     
 

ISBN-10: 1402075537

ISBN-13: 9781402075537

Pub. Date: 12/31/2003

Publisher: Springer US

This is the first elementary exposition of the main ideas of complexity theory for convex optimization. Up to now, most of the material can be found only in special journals and research monographs. The book covers optimal methods and lower complexity bounds for smooth and non-smooth convex optimization. A separate chapter is devoted to polynomial-time

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Overview

This is the first elementary exposition of the main ideas of complexity theory for convex optimization. Up to now, most of the material can be found only in special journals and research monographs. The book covers optimal methods and lower complexity bounds for smooth and non-smooth convex optimization. A separate chapter is devoted to polynomial-time interior-point methods.

Product Details

ISBN-13:
9781402075537
Publisher:
Springer US
Publication date:
12/31/2003
Series:
Applied Optimization Series, #87
Edition description:
2004
Pages:
236
Product dimensions:
6.10(w) x 9.25(h) x 0.36(d)

Table of Contents

Preface
Acknowledgments
Introduction
1Nonlinear Optimization1
2Smooth Convex Optimization51
3Nonsmooth Convex Optimization111
4Structural Optimization171
Bibliography231
References233
Index235

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