Average Case Analysis of Algorithms on Sequences

Average Case Analysis of Algorithms on Sequences
Author: Wojciech Szpankowski
Publisher: John Wiley & Sons
Total Pages: 580
Release: 2011-10-14
Genre: Mathematics
ISBN: 1118031024

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A timely book on a topic that has witnessed a surge of interest over the last decade, owing in part to several novel applications, most notably in data compression and computational molecular biology. It describes methods employed in average case analysis of algorithms, combining both analytical and probabilistic tools in a single volume. * Tools are illustrated through problems on words with applications to molecular biology, data compression, security, and pattern matching. * Includes chapters on algorithms and data structures on words, probabilistic and analytical models, inclusion-exclusion principles, first and second moment methods, subadditive ergodic theorem and large deviations, elements of information theory, generating functions, complex asymptotic methods, Mellin transform and its applications, and analytic poissonization and depoissonization. * Written by an established researcher with a strong international reputation in the field.


Average Case Analysis of Algorithms on Sequences
Language: en
Pages: 580
Authors: Wojciech Szpankowski
Categories: Mathematics
Type: BOOK - Published: 2011-10-14 - Publisher: John Wiley & Sons

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A timely book on a topic that has witnessed a surge of interest over the last decade, owing in part to several novel applications, most notably in data compress
Beyond the Worst-Case Analysis of Algorithms
Language: en
Pages: 705
Authors: Tim Roughgarden
Categories: Computers
Type: BOOK - Published: 2021-01-14 - Publisher: Cambridge University Press

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Introduces exciting new methods for assessing algorithms for problems ranging from clustering to linear programming to neural networks.
Fundamentals of the Average Case Analysis of Particular Algorithms
Language: en
Pages: 252
Authors: Rainer Kemp
Categories: Computers
Type: BOOK - Published: 1985-04-04 - Publisher: Wiley

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A careful and cogent analysis of the average-case behavior of a variety of algorithms accompanied by mathematical calculations. The analysis consists of determi
Foundations of Algorithms
Language: en
Pages: 647
Authors: Richard E. Neapolitan
Categories: Computers
Type: BOOK - Published: 2011 - Publisher: Jones & Bartlett Learning

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Data Structures & Theory of Computation
Beyond the Worst-Case Analysis of Algorithms
Language: en
Pages: 705
Authors: Tim Roughgarden
Categories: Computers
Type: BOOK - Published: 2021-01-14 - Publisher: Cambridge University Press

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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 th