Handbook of Simulation Optimization (International Series in Operations Research & Management Science)
暫譯: 模擬優化手冊(國際運籌學與管理科學系列)

  • 出版商: Springer
  • 出版日期: 2014-11-14
  • 售價: $7,160
  • 貴賓價: 9.5$6,802
  • 語言: 英文
  • 頁數: 387
  • 裝訂: Hardcover
  • ISBN: 1493913832
  • ISBN-13: 9781493913831
  • 海外代購書籍(需單獨結帳)

商品描述

The Handbook of Simulation Optimization presents an overview of the state of the art of simulation optimization, providing a survey of the most well-established approaches for optimizing stochastic simulation models and a sampling of recent research advances in theory and methodology. Leading contributors cover such topics as discrete optimization via simulation, ranking and selection, efficient simulation budget allocation, random search methods, response surface methodology, stochastic gradient estimation, stochastic approximation, sample average approximation, stochastic constraints, variance reduction techniques, model-based stochastic search methods and Markov decision processes.

This single volume should serve as a reference for those already in the field and as a means for those new to the field for understanding and applying the main approaches. The intended audience includes researchers, practitioners and graduate students in the business/engineering fields of operations research, management science, operations management and stochastic control, as well as in economics/finance and computer science.

商品描述(中文翻譯)

《模擬優化手冊》提供了模擬優化的最新技術概述,調查了優化隨機模擬模型的最成熟方法,並採樣了近期在理論和方法論方面的研究進展。領先的貢獻者涵蓋了如通過模擬進行的離散優化、排名與選擇、高效的模擬預算分配、隨機搜尋方法、響應面方法、隨機梯度估計、隨機近似、樣本平均近似、隨機約束、方差減少技術、基於模型的隨機搜尋方法以及馬可夫決策過程等主題。

這本單卷本應作為已在該領域的參考資料,並作為新進入該領域的人理解和應用主要方法的工具。目標讀者包括運籌學、管理科學、運營管理和隨機控制等商業/工程領域的研究人員、實務工作者和研究生,以及經濟學/金融學和計算機科學的相關人士。