Design and Analysis of Algorithms: A Contemporary Perspective
by: Amit Kumar,Sandeep Sen
Print Length 页数: 350 pages
Edition 版次: 1
Language 语言: English
Publisher finelybook 出版社: Cambridge University Press
Publication Date 出版日期: 2019-07-11
ISBN-10: 1108496822
ISBN-13: 9781108496827
Design and Analysis of Algorithms: A Contemporary Perspective
Authors: Sandeep Sen – Amit Kumar
ISBN-10: 1108721990
ISBN-13: 9781108721998
Publication Date 出版日期: 2019-07-31
Print Length 页数: 350 pages
Book Description
By finelybook
The text covers important algorithm design techniques,such as greedy algorithms,dynamic programming,and divide-and-conquer,and gives applications to contemporary problems. Techniques including Fast Fourier transform,KMP algorithm for string matching,CYK algorithm for context free parsing and gradient descent for convex function minimization are discussed in detail. The book’s emphasis is on computational models and their effect on algorithm design. It gives insights into algorithm design techniques in parallel,streaming and memory hierarchy computational models. The book also emphasizes the role of randomization in algorithm design,and gives numerous applications ranging from data-structures such as skip-lists to dimensionality reduction methods.
Content
Figures
Tables
Preface
Acknowledgments
1Model and Analysis
2Basics of Probability and Tail Inequalities
3Warm-up Problems
4 Optimization l: Brute Force and Greedy Strategy
5 Optimization ll: Dynamic Programming
6Searching
7 Multidimensional Searching and Geometric Algorithms
8 String Matching and Finger Printing
9 Fast Fourier Transform and Applications
10 Graph Algorithms
11 Maximum Flow and Applications
12 NP Completeness and Approximation Algorithms
13Dimensionality Reduction
14 Parallel Algorithms
15 Memory Hierarchy and Caching
16Streaming Data Model
A PPENDIXA.Recurrences and Generating Functions
Bibliography
IndexCambridge University Press Design and Analysis of Algorithms A Contemporary Perspective 9781108496827.pdf[/erphpdown]
