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Average Case Analysis of Algorithms on Sequences : Wiley Series in Discrete Mathematics and Optimization - Wojciech Szpankowski

Average Case Analysis of Algorithms on Sequences

Wiley Series in Discrete Mathematics and Optimization

Hardcover Published: 16th April 2001
ISBN: 9780471240631
Number Of Pages: 576

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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.<br> * Tools are illustrated through problems on words with applications to molecular biology, data compression, security, and pattern matching.<br> * 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.<br> * Written by an established researcher with a strong international reputation in the field.

"Surveying the major techniques of average case analysis, this graduate textbook presents both analytical methods used for well-structured algorithms and probabilistic methods used for more structurally complex algorithms." (SciTech Book News, Vol. 25, No. 3, September 2001)

"...contains a comprehensive treatment on probabilistic, combinatorial, and analytical techniques and methods...treatment is clear, rigorous, self-contained, with many examples and exercises." (Zentralblatt MATH Vol. 968, 2001/18)

"This well-organized book...is certainly useful...It is a valuable source for a deeper and more precise understanding of the behaviors of algorithms on sequences." (Mathematical Reviews, 2002f)

Foreword.

Preface.

Acknowledgments.

PROBLEMS ON WORDS.

Data Structures and Algorithms on Words.

Probabilistic and Analytical Models.

PROBABILISTIC AND COMBINATORIAL TECHNIQUES.

Inclusion-Exclusion Principle.

The First and Second Moment Methods.

Subadditive Ergodic Theorem and Large Deviations.

Elements of Information Theory.

ANALYTIC TECHNIQUES.

Generating Functions.

Complex Asymptotic Methods.

Mellin Transform and Its Applications.

Analytic Poissonization and Depoissonization.

Bibliography.

Index.

ISBN: 9780471240631
ISBN-10: 047124063X
Series: Wiley Series in Discrete Mathematics and Optimization
Audience: Professional
Format: Hardcover
Language: English
Number Of Pages: 576
Published: 16th April 2001
Country of Publication: US
Dimensions (cm): 23.8 x 16.25  x 3.11
Weight (kg): 0.91
Edition Number: 1