Ebook: Guide to Computational Modelling for Decision Processes. Theory, Algorithms, Techniques and Applications
- Series: Simulation Foundations Methods and Applications
- Year: 2017
- Publisher: Springer
- Language: English
- pdf
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.
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