Beyond the Worst-Case Analysis of Algorithms

2021-01-14 Computers

Author : Tim Roughgarden
Release : 2021-01-14
Genre : Computers
Kind : eBook
Book Rating : 315/5 ( reviews)

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Book Synopsis Beyond the Worst-Case Analysis of Algorithms by : Tim Roughgarden

Download or read book Beyond the Worst-Case Analysis of Algorithms written by Tim Roughgarden. This book was released on 2021-01-14. Available in PDF, EPUB and Kindle. Book excerpt: Introduces exciting new methods for assessing algorithms for problems ranging from clustering to linear programming to neural networks.

Beyond the Worst-Case Analysis of Algorithms

2021-01-14 Computers

Author : Tim Roughgarden
Release : 2021-01-14
Genre : Computers
Kind : eBook
Book Rating : 170/5 ( reviews)

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Book Synopsis Beyond the Worst-Case Analysis of Algorithms by : Tim Roughgarden

Download or read book Beyond the Worst-Case Analysis of Algorithms written by Tim Roughgarden. This book was released on 2021-01-14. Available in PDF, EPUB and Kindle. Book excerpt: 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 there silver bullets in algorithm analysis, as the most enlightening method for analyzing an algorithm often depends on the problem and the application. However, typical algorithms courses rely almost entirely on a single analysis framework, that of worst-case analysis, wherein an algorithm is assessed by its worst performance on any input of a given size. The purpose of this book is to popularize several alternatives to worst-case analysis and their most notable algorithmic applications, from clustering to linear programming to neural network training. Forty leading researchers have contributed introductions to different facets of this field, emphasizing the most important models and results, many of which can be taught in lectures to beginning graduate students in theoretical computer science and machine learning.

Average Case Analysis of Algorithms on Sequences

2011-10-14 Mathematics

Author : Wojciech Szpankowski
Release : 2011-10-14
Genre : Mathematics
Kind : eBook
Book Rating : 024/5 ( reviews)

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Book Synopsis Average Case Analysis of Algorithms on Sequences by : Wojciech Szpankowski

Download or read book Average Case Analysis of Algorithms on Sequences written by Wojciech Szpankowski. This book was released on 2011-10-14. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Practical Analysis of Algorithms

2014-09-03 Computers

Author : Dana Vrajitoru
Release : 2014-09-03
Genre : Computers
Kind : eBook
Book Rating : 888/5 ( reviews)

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Book Synopsis Practical Analysis of Algorithms by : Dana Vrajitoru

Download or read book Practical Analysis of Algorithms written by Dana Vrajitoru. This book was released on 2014-09-03. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Analysis of Algorithms

2008 Computers

Author : Jeffrey J. McConnell
Release : 2008
Genre : Computers
Kind : eBook
Book Rating : 821/5 ( reviews)

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Book Synopsis Analysis of Algorithms by : Jeffrey J. McConnell

Download or read book Analysis of Algorithms written by Jeffrey J. McConnell. This book was released on 2008. Available in PDF, EPUB and Kindle. Book excerpt: Data Structures & Theory of Computation

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