An Introduction To The Analysis Of Algorithms Pdf
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Beyond the Worst-Case Analysis of Algorithms
Author: Tim Roughgarden
language: en
Publisher: Cambridge University Press
Release Date: 2021-01-14
Introduces exciting new methods for assessing algorithms for problems ranging from clustering to linear programming to neural networks.
Practical Analysis of Algorithms
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.
Data Structures and Algorithm Analysis in Java, Third Edition
Author: Clifford A. Shaffer
language: en
Publisher: Courier Corporation
Release Date: 2012-09-06
Comprehensive treatment focuses on creation of efficient data structures and algorithms and selection or design of data structure best suited to specific problems. This edition uses Java as the programming language.