Algorithms Illuminated -- Part 3 : Greedy Algorithms and Dynamic Programming (Paperback)
暫譯: 算法照明 -- 第三部分:貪婪演算法與動態規劃 (平裝本)

Roughgarden, Tim

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商品描述

Algorithms are the heart and soul of computer science. Their applications range from network routing and computational genomics to public-key cryptography and machine learning. Studying algorithms can make you a better programmer, a clearer thinker, and a master of technical interviews. Algorithms Illuminated is an accessible introduction to the subject for anyone with at least a little programming experience. The exposition emphasizes the big picture and conceptual understanding over low-level implementation and mathematical details---like a transcript of what an expert algorithms tutor would say over a series of one-on-one lessons. Part 3 covers greedy algorithms (scheduling, minimum spanning trees, clustering, Huffman codes) and dynamic programming (knapsack, sequence alignment, shortest paths, optimal search trees).

商品描述(中文翻譯)

演算法是計算機科學的核心與靈魂。它們的應用範圍從網路路由和計算基因組學到公鑰加密和機器學習。學習演算法可以讓你成為更好的程式設計師、更清晰的思考者,以及技術面試的高手。《演算法啟示錄》是一本對於任何具有至少一點程式設計經驗的人來說都容易理解的入門書籍。這本書強調整體觀念和概念理解,而非低層次的實作和數學細節——就像是一位專家演算法導師在一對一課程中所說的內容的逐字稿。第三部分涵蓋了貪婪演算法(排程、最小生成樹、聚類、霍夫曼編碼)和動態規劃(背包問題、序列比對、最短路徑、最佳搜尋樹)。

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