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Design and Analysis of Algorithms : a contemporary perspective.

Author: Sandeep Sen; Amit Kumar
Publisher: [Place of publication not identified], Cambridge University Press 2019.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
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  Read more...
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Additional Physical Format: (OCoLC)1043566616
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Sandeep Sen; Amit Kumar
ISBN: 9781108654937 1108654932
OCLC Number: 1099566566
Description: 1 online resource
Contents: Preface; Acknowledgement; 1. Model and analysis; 2. Basics of probability and tail inequalities; 3. Warm up problems; 4. Optimization I: brute force and greedy strategy; 5. Optimization II: dynamic programming; 6. Searching; 7. Multidimensional searching and geometric algorithms; 8. String matching and finger printing; 9. Fast Fourier transform and applications; 10. Graph algorithms; 11. NP completeness and approximation algorithms; 12. Dimensionality reduction; 13. Parallel algorithms; 14. Memory hierarchy and caching; 15. Streaming data model; Appendix A. Recurrences and generating functions; Index.
Responsibility: Sandeep Sen, Indian Institute of Technology, Delhi , Amit Kumar, Indian Institute of Technology, Delhi

Abstract:

A valuable text in the field of computer science and engineering, covering fundamental concepts and recent advancements. To help the reader to design/redesign algorithms for their requirements rather  Read more...

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