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Lectures on Convex Optimization
Engelsk
Bogcover for Lectures on Convex Optimization af Yurii Nesterov, 9783319915777
Specifikationer
Sprog:
Engelsk
Sider:
589
ISBN-13:
9783319915777
Indbinding:
Hardback
ISBN-10:
3319915770
Kategori:
Udg. Dato:
1 dec 2018
Størrelse i cm:
16,3 x 24,1 x 4,1
Oplagsdato:
1 dec 2018
Forfatter(e):

Lectures on Convex Optimization

Engelsk
Hardback 2018
Format:

Bog beskrivelse
This book provides a comprehensive, modern introduction to convex optimization, a field that is becoming increasingly important in applied mathematics, economics and finance, engineering, and computer science, notably in data science and machine learning.

Written by a leading expert in the field, this book includes recent advances in the algorithmic theory of convex optimization, naturally complementing the existing literature. It contains a unified and rigorous presentation of the acceleration techniques for minimization schemes of first- and second-order. It provides readers with a full treatment of the smoothing technique, which has tremendously extended the abilities of gradient-type methods. Several powerful approaches in structural optimization, including optimization in relative scale and polynomial-time interior-point methods, are also discussed in detail.

Researchers in theoretical optimization as well as professionals working on optimization problems will find this book very useful. It presents many successful examples of how to develop very fast specialized minimization algorithms. Based on the author''s lectures, it can naturally serve as the basis for introductory and advanced courses in convex optimization for students in engineering, economics, computer science and mathematics.

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Specifikationer
Sprog:
Engelsk
Sider:
589
ISBN-13:
9783319915777
Indbinding:
Hardback
ISBN-10:
3319915770
Kategori:
Udg. Dato:
1 dec 2018
Størrelse i cm:
16,3 x 24,1 x 4,1
Oplagsdato:
1 dec 2018
Forfatter(e):
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