Capa

PRACTICAL ANALYSIS OF ALGORITHMS IBD

SPRINGER
10 / 2014
9783319098890
Inglês

Sinopse

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.