Guide to Computational Modelling for Decision Processes: Theory, Algorithms, Techniques and Applications (Simulation Foundations, Methods and Applications)

  • 出版商: Springer
  • 出版日期: 2017-04-25
  • 售價: $2,270
  • 貴賓價: 9.5$2,157
  • 語言: 英文
  • 頁數: 396
  • 裝訂: Hardcover
  • ISBN: 3319554166
  • ISBN-13: 9783319554167
  • 相關分類: Algorithms-data-structures
  • 海外代購書籍(需單獨結帳)

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商品描述

This interdisciplinary reference and guide provides an introduction to modeling methodologies and models which form the starting point for deriving efficient and effective solution techniques, and presents a series of case studies that demonstrate how heuristic and analytical approaches may be used to solve large and complex problems. Topics and features: introduces the key modeling methods and tools, including heuristic and mathematical programming-based models, and queueing theory and simulation techniques; demonstrates the use of heuristic methods to not only solve complex decision-making problems, but also to derive a simpler solution technique; presents case studies on a broad range of applications that make use of techniques from genetic algorithms and fuzzy logic, tabu search, and queueing theory; reviews examples incorporating system dynamics modeling, cellular automata and agent-based simulations, and the use of big data; supplies expanded descriptions and examples in the appendices.

 

商品描述(中文翻譯)

這本跨學科的參考書和指南介紹了建模方法和模型,這些方法和模型是獲得高效和有效解決方案技術的起點,並提供了一系列案例研究,展示了如何使用啟發式和分析方法來解決大型和複雜的問題。主題和特點包括:介紹關鍵的建模方法和工具,包括啟發式和數學規劃模型,以及排隊理論和模擬技術;演示使用啟發式方法不僅解決複雜的決策問題,還可以得出更簡單的解決技術;提供廣泛應用的案例研究,利用遺傳算法和模糊邏輯、禁忌搜索和排隊理論等技術;回顧了包括系統動力學建模、細胞自動機和基於代理的模擬以及大數據使用的例子;在附錄中提供了擴展的描述和示例。