Optimal Learning (Hardcover)
暫譯: 最佳學習 (精裝版)

Warren B. Powell, Ilya O. Ryzhov

  • 出版商: Wiley
  • 出版日期: 2012-04-17
  • 售價: $1,850
  • 貴賓價: 9.8$1,813
  • 語言: 英文
  • 頁數: 404
  • 裝訂: Hardcover
  • ISBN: 0470596694
  • ISBN-13: 9780470596692
  • 相關分類: Reinforcement
  • 立即出貨 (庫存=1)

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商品描述

This text presents optimal learning techniques with applications in energy, homeland security, health, sports, transportation science, biomedical research, biosurveillance, stochastic optimization, high technology, and complex resource allocation problems. The coverage utilizes a relatively new class of algorithmic strategies known as approximate dynamic programming, which merges dynamic programming (Markov decision processes), math programming (linear, nonlinear, and integer), simulation, and statistics. It features mathematical techniques that are applicable to a variety of situations, from identifying promising drug candidates to figuring out the best evacuation plan in the event of a natural disaster.

商品描述(中文翻譯)

這段文字介紹了最佳學習技術,並應用於能源、國土安全、健康、運動、交通科學、生物醫學研究、生物監測、隨機優化、高科技以及複雜資源配置問題。內容涵蓋了一種相對較新的算法策略類別,稱為近似動態規劃(approximate dynamic programming),它結合了動態規劃(Markov 決策過程)、數學規劃(線性、非線性和整數)、模擬和統計。這些數學技術適用於各種情況,從識別有前景的藥物候選者到在自然災害發生時制定最佳撤離計劃。