Guide to Computational Modelling for Decision Processes: Theory, Algorithms, Techniques and Applications (Simulation Foundations, Methods and Applications)
暫譯: 決策過程的計算模型指南:理論、演算法、技術與應用(模擬基礎、方法與應用)
- 出版商: Springer
- 出版日期: 2017-04-25
- 售價: $2,320
- 貴賓價: 9.5 折 $2,204
- 語言: 英文
- 頁數: 396
- 裝訂: Hardcover
- ISBN: 3319554166
- ISBN-13: 9783319554167
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相關分類:
Algorithms-data-structures
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相關主題
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提供了建模方法論和模型的介紹,這些方法和模型是推導高效且有效解決技術的起點,並展示了一系列案例研究,說明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,包括基於啟發式和數學規劃的模型,以及排隊理論和模擬技術;展示啟發式方法的使用,不僅用於解決複雜的決策問題,還推導出更簡單的解決技術;提供涵蓋廣泛應用的案例研究,這些應用利用了遺傳算法和模糊邏輯、禁忌搜尋和排隊理論的技術;回顧包含系統動態建模、細胞自動機和基於代理的模擬以及大數據使用的範例;在附錄中提供擴展的描述和範例。