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9781108494311: Beyond the Worst-Case Analysis of Algorithms

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ISBN 10: 1108494315 ISBN 13: 9781108494311

Editorial: Cambridge University Press, 2021

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There are no silver bullets in algorithm design, and no single algorithmic idea is powerful and flexible enough to solve every computational problem. Nor are there silver bullets in algorithm analysis, as the most enlightening method for analyzing an algorithm often depends on the problem and the application. However, typical algorithms courses rely almost entirely on a single analysis framework, that of worst-case analysis, wherein an algorithm is assessed by its worst performance on any input of a given size. The purpose of this book is to popularize several alternatives to worst-case analysis and their most notable algorithmic applications, from clustering to linear programming to neural network training. Forty leading researchers have contributed introductions to different facets of this field, emphasizing the most important models and results, many of which can be taught in lectures to beginning graduate students in theoretical computer science and machine learning.

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Tim Roughgarden is a Professor of Computer Science at Columbia University. For his research, he has been awarded the ACM Grace Murray Hopper Award, the Presidential Early Career Award for Scientists and Engineers (PECASE), the Kalai Prize in Computer Science and Game Theory, the Social Choice and Welfare Prize, the Mathematical Programming Society's Tucker Prize, and the EATCS-SIGACT G�del Prize. He was an invited speaker at the 2006 International Congress of Mathematicians, the Shapley Lecturer at the 2008 World Congress of the Game Theory Society, and a Guggenheim Fellow in 2017. His other books include Twenty Lectures on Algorithmic Game Theory (2016) and the Algorithms Illuminated book series (2017-2020).

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Editorial: Cambridge University Press
A�o de publicaci�n: 2021
Idioma: Ingl�s
ISBN 10: 1108494315
ISBN 13: 9781108494311
Encuadernaci�n: Tapa dura
N�mero de p�ginas: 706
Editor: Roughgarden Tim
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Beyond the Worst-Case Analysis of Algorithms

Publicado por Cambridge University Press, 2021

ISBN 10: 1108494315 ISBN 13: 9781108494311

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Beyond the Worst-Case Analysis of Algorithms

Roughgarden, Tim (EDT)

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Beyond the Worst-Case Analysis of Algorithms

Roughgarden, Tim (EDT)

Publicado por Cambridge University Press, 2021

ISBN 10: 1108494315 ISBN 13: 9781108494311

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Beyond the Worst-Case Analysis of Algorithms (Hardcover)

Tim Roughgarden

Publicado por Cambridge University Press, Cambridge, 2021

ISBN 10: 1108494315 ISBN 13: 9781108494311

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Hardcover. Condici�n: new. Hardcover. There are no silver bullets in algorithm design, and no single algorithmic idea is powerful and flexible enough to solve every computational problem. Nor are there silver bullets in algorithm analysis, as the most enlightening method for analyzing an algorithm often depends on the problem and the application. However, typical algorithms courses rely almost entirely on a single analysis framework, that of worst-case analysis, wherein an algorithm is assessed by its worst performance on any input of a given size. The purpose of this book is to popularize several alternatives to worst-case analysis and their most notable algorithmic applications, from clustering to linear programming to neural network training. Forty leading researchers have contributed introductions to different facets of this field, emphasizing the most important models and results, many of which can be taught in lectures to beginning graduate students in theoretical computer science and machine learning. Understanding when and why algorithms work is a fundamental challenge. For problems ranging from clustering to linear programming to neural networks there are significant gaps between empirical performance and prediction based on traditional worst-case analysis. The book introduces exciting new methods for assessing algorithm performance. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. N� de ref. del art�culo: 9781108494311

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