Dynamic Programming: Finite States
暫譯: 動態規劃:有限狀態

Sargent, Thomas J., Stachurski, John

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商品描述

Dynamic programming (DP) is a sub-field of optimization concerned with sequential decision making over time. The essential ideas of DP have been adopted in many applications, from robotics and AI to the sequencing of DNA. It is used around the world to control aircraft, route shipping, test products, recommend information on media platforms and solve major research problems. Dynamic Programming: Finite States treats the theory of dynamic programming and its applications in economics, finance, and operations research. It contains classical results on dynamic programming as well as extensions created by researchers and practitioners as they wrestle with formulating and solving dynamic models that can explain patterns observed in data. Adopting an abstract framework that provides great generality, this book facilitates rapid progress to the research frontier by combining rigorous theory with numerous applications, many solved exercises, and detailed open-source computer code.

商品描述(中文翻譯)

動態規劃(Dynamic Programming, DP)是優化的一個子領域,專注於隨時間進行的序列決策。DP 的基本概念已被廣泛應用於許多領域,從機器人技術和人工智慧到 DNA 的排序。它在全球範圍內被用於控制飛機、規劃航運路線、測試產品、在媒體平台上推薦資訊以及解決重大研究問題。《動態規劃:有限狀態》探討了動態規劃的理論及其在經濟學、金融學和運籌學中的應用。書中包含了動態規劃的經典結果,以及研究人員和實務工作者在制定和解決能解釋數據中觀察到的模式的動態模型時所創造的擴展。這本書採用一個提供高度一般性的抽象框架,通過結合嚴謹的理論與眾多應用、許多已解決的練習題以及詳細的開源計算機代碼,促進了快速進展至研究前沿。