An Elementary Approach to Design and Analysis of Algorithms
暫譯: 算法設計與分析的基本方法
Lekh Raj Vermani, Shalini Vermani
- 出版商: World Scientific Pub
- 出版日期: 2019-06-08
- 售價: $4,810
- 貴賓價: 9.5 折 $4,570
- 語言: 英文
- 頁數: 536
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1786346753
- ISBN-13: 9781786346759
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相關分類:
Algorithms-data-structures
海外代購書籍(需單獨結帳)
商品描述
In computer science, an algorithm is an unambiguous specification of how to solve a class of problems. Algorithms can perform calculation, data processing and automated reasoning tasks.
As an effective method, an algorithm can be expressed within a finite amount of space and time and in a well-defined formal language for calculating a function. Starting from an initial state and initial input (perhaps empty), the instructions describe a computation that, when executed, proceeds through a finite number of well-defined successive states, eventually producing "output" and terminating at a final ending state. The transition from one state to the next is not necessarily deterministic; some algorithms, known as randomized algorithms, incorporate random input.
This book introduces a set of concepts in solving problems computationally such as Growth of Functions; Backtracking; Divide and Conquer; Greedy Algorithms; Dynamic Programming; Elementary Graph Algorithms; Minimal Spanning Tree; Single-Source Shortest Paths; All Pairs Shortest Paths; Flow Networks; Polynomial Multiplication, to ways of solving NP-Complete Problems, supported with comprehensive, and detailed problems and solutions, making it an ideal resource to those studying computer science, computer engineering and information technology.
商品描述(中文翻譯)
在計算機科學中,演算法是一種明確的規範,用於解決一類問題。演算法可以執行計算、數據處理和自動推理任務。
作為一種有效的方法,演算法可以在有限的空間和時間內,以明確定義的形式語言來表達,以計算一個函數。從初始狀態和初始輸入(可能是空的)開始,指令描述了一個計算過程,當執行時,會經過有限數量的明確定義的連續狀態,最終產生“輸出”並在最終結束狀態下終止。從一個狀態轉移到下一個狀態不一定是確定性的;一些演算法,稱為隨機演算法,會包含隨機輸入。
本書介紹了一組計算解決問題的概念,例如函數增長;回溯法;分治法;貪心演算法;動態規劃;基本圖演算法;最小生成樹;單源最短路徑;所有對最短路徑;流網絡;多項式乘法,以及解決 NP-完全問題的方法,並提供全面且詳細的問題和解決方案,使其成為學習計算機科學、計算機工程和資訊技術的理想資源。