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✦   LIBER   ✦

Introductory Lectures on Convex Optimization: A Basic Course

✍ Scribed by Y. Nesterov

Book ID
127446540
Publisher
Springer
Year
2003
Tongue
English
Weight
5 MB
Series
Applied Optimization
Edition
1
Category
Library
ISBN
1402075537

No coin nor oath required. For personal study only.

✦ Synopsis

Nesterov (Center of Operations Research and Econometrics, Universitè Catholique de Louvain, Belgium) explains the main ideas of complexity theory for convex optimization, covering optimal methods and lower complexity bounds for smooth and non-smooth convex optimization. A separate chapter is devoted to polynomial-time interior-point methods. An undergraduate background in analysis and linear algebra is assumed. The book can be used for a one-semester course, and will be useful for industrial engineers and economists.

πŸ“œ SIMILAR VOLUMES

Introductory Lectures on Convex Optimiza
Introductory Lectures on Convex Optimization: A Basic Course
✍ Y. Nesterov πŸ“‚ Library πŸ“… 2003 πŸ› Springer 🌐 English βš– 2 MB

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 opti