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Algorithms for Convex Optimization - Nisheeth K. Vishnoi

Nisheeth K. Vishnoi

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Kirjoita arvostelu
englanti
2021-10-07
168,04 € 224,05 €

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Pehmeäkantinen 98,45 € Kovakantinen 224,05 €
Toimittajalla varastossa

Toimitus 17-23 arkipäivässä

30 päivän palautusoikeus

In the last few years, Algorithms for Convex Optimization have revolutionized algorithm design, both for discrete and continuous optimization problems. For problems like maximum flow, maximum matching, and submodular function minimization, the fastest algorithms involve essential methods such as gradient descent, mirror descent, interior point methods, and ellipsoid methods. The goal of this self-contained ... Täydellinen kuvaus

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Kuvaus

In the last few years, Algorithms for Convex Optimization have revolutionized algorithm design, both for discrete and continuous optimization problems. For problems like maximum flow, maximum matching, and submodular function minimization, the fastest algorithms involve essential methods such as gradient descent, mirror descent, interior point methods, and ellipsoid methods. The goal of this self-contained book is to enable researchers and professionals in computer science, data science, and machine learning to gain an in-depth understanding of these algorithms. The text emphasizes how to derive key algorithms for convex optimization from first principles and how to establish precise running time bounds. This modern text explains the success of these algorithms in problems of discrete optimization, as well as how these methods have significantly pushed the state of the art of convex optimization itself.

Lisätietoja

Kirjoittaja Nisheeth K. Vishnoi
Julkaisija Cambridge University Press
Julkaisuvuosi 2021
Kannen tyyppi Kovakantinen
EAN 9781108482028
Kirjoita oma arvostelusi
Arvostelet: Algorithms for Convex Optimization
Arvostelusi:

Goodreads-arvostelut

168,04 € 224,05 €