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Design and Analysis of Algorithms
Sandeep Sen
Amit Kumar
其他書名
A Contemporary Perspective
出版
Cambridge University Press
, 2019-05-23
主題
Computers / General
Computers / Computer Architecture
Computers / Computer Science
Computers / Programming / General
Computers / Programming / Algorithms
Mathematics / Algebra / General
ISBN
1108496822
9781108496827
URL
http://books.google.com.hk/books?id=m3GSDwAAQBAJ&hl=&source=gbs_api
EBook
SAMPLE
註釋
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.