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Practical Analysis of Algorithms
von Dana Vrajitoru, William Knight
Verlag: Springer International Publishing
Reihe: Undergraduate Topics in Computer Science
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ISBN: 978-3-319-09888-3
Auflage: 2014
Erschienen am 03.09.2014
Sprache: Englisch
Umfang: 466 Seiten

Preis: 48,14 €

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Biografische Anmerkung
Inhaltsverzeichnis
Klappentext

Dr. Dana Vrajitoru is an Associate Professor of Computer Science at Indiana University South Bend, IN, USA. Dr. William Knight is an Emeritus Associate Professor at the same institution.



Introduction

Mathematical Preliminaries

Fundamental Notations in Analysis of Algorithms

Recurrence Relations

Deterministic Analysis of Algorithms

Algorithms and Probabilities

Finite Graph Algorithms

Appendix: Probability Theory



This book introduces the essential concepts of algorithm analysis required by core undergraduate and graduate computer science courses, in addition to providing a review of the fundamental mathematical notions necessary to understand these concepts. Features: includes numerous fully-worked examples and step-by-step proofs, assuming no strong mathematical background; describes the foundation of the analysis of algorithms theory in terms of the big-Oh, Omega, and Theta notations; examines recurrence relations; discusses the concepts of basic operation, traditional loop counting, and best case and worst case complexities; reviews various algorithms of a probabilistic nature, and uses elements of probability theory to compute the average complexity of algorithms such as Quicksort; introduces a variety of classical finite graph algorithms, together with an analysis of their complexity; provides an appendix on probability theory, reviewing the major definitions and theorems used in the book.


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