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Guide to Experimental Algorithmics

Name: Guide to Experimental Algorithmics
Brand: Cambridge University Press
SKU: 04475262
Price: 111.29 EUR
Availability: InStock
Author: Catherine C McGeoch
ISBN: 9781107001732

Catherine C McGeoch

Lingua

Inglese

Libro Rigido

Codice Libristo: 04475262

Casa editrice Cambridge University Press, gennaio 2012

Computational experiments on algorithms can supplement theoretical analysis by showing what algorith... Descrizione completa

Codice Libristo: 04475262

272 b

111.29 €

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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. 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.