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Books > Computing & IT > Applications of computing > Artificial intelligence > Machine learning

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Beyond the Worst-Case Analysis of Algorithms (Hardcover) Loot Price: R1,356
Discovery Miles 13 560
Beyond the Worst-Case Analysis of Algorithms (Hardcover): Tim Roughgarden

Beyond the Worst-Case Analysis of Algorithms (Hardcover)

Tim Roughgarden

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Loot Price R1,356 Discovery Miles 13 560 | Repayment Terms: R124 pm x 12*

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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.

General

Imprint: Cambridge UniversityPress
Country of origin: United Kingdom
Release date: October 2020
Editors: Tim Roughgarden
Format: Hardcover
Pages: 675
ISBN-13: 978-1-108-49431-1
Categories: Books > Computing & IT > General theory of computing > Data structures
Books > Computing & IT > Computer programming > Algorithms & procedures
Books > Science & Mathematics > Mathematics > Optimization > General
Books > Computing & IT > Applications of computing > Artificial intelligence > Machine learning
LSN: 1-108-49431-5
Barcode: 9781108494311

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