Design and Analysis of Algorithms: A Contemporary Perspective
暫譯: 演算法的設計與分析:當代視角

Sandeep Sen, Amit Kumar

商品描述

The text covers important algorithm design techniques, like greedy algorithms, dynamic programming, 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 like skip-lists to dimensionality reduction methods.

商品描述(中文翻譯)

本書涵蓋了重要的演算法設計技術,如貪婪演算法、動態規劃、分治法,並將其應用於當代問題。詳細討論的技術包括快速傅立葉變換(Fast Fourier Transform)、KMP 字串匹配演算法、CYK 演算法用於上下文無關文法解析,以及用於凸函數最小化的梯度下降法。書中強調計算模型及其對演算法設計的影響,並深入探討平行計算、串流計算和記憶體層次計算模型中的演算法設計技術。本書還強調隨機化在演算法設計中的角色,並提供了從資料結構(如跳躍列表)到降維方法的眾多應用。

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