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A Guide to Experimental Algorithmics - Catherine C. McGeoch

englanti
2012-03-29
100,93 € 134,57 €

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Toimitus 15-21 arkipäivässä

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Computational experiments on algorithms can supplement theoretical analysis by showing what algorithms, implementations, and speed-up methods work best for specific machines or problems. This book guides the reader through the nuts and bolts of the major experimental questions: What should I measure? What inputs should I test? How do I analyze the data? To answer these questions the book draws on ideas from ... Täydellinen kuvaus

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Computational experiments on algorithms can supplement theoretical analysis by showing what algorithms, implementations, and speed-up methods work best for specific machines or problems. This book guides the reader through the nuts and bolts of the major experimental questions: What should I measure? What inputs should I test? How do I analyze the data? To answer these questions the book draws on ideas from algorithm design and analysis, computer systems, and statistics and data analysis. The wide-ranging discussion includes a tutorial on system clocks and CPU timers, a survey of strategies for tuning algorithms and data structures, a cookbook of methods for generating random combinatorial inputs, and a demonstration of variance reduction techniques. Numerous case studies and examples show how to apply these concepts. All the necessary concepts in computer architecture and data analysis are covered so that the book can be used by anyone who has taken a course or two in data structures and algorithms. A companion website, AlgLab (www.cs.amherst.edu/alglab) contains downloadable files, programs, and tools for use in experimental projects.

Lisätietoja

Kirjoittaja Catherine C. McGeoch
Julkaisija Cambridge University Press
Julkaisuvuosi 2012
Kannen tyyppi Pehmeäkantinen
EAN 9780521173018
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Arvostelet: A Guide to Experimental Algorithmics
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100,93 € 134,57 €