案例文章——多相案例中的混合统计、优化和模拟

Q3 Social Sciences INFORMS Transactions on Education Pub Date : 2022-09-08 DOI:10.1287/ited.2022.0278ca
M. Gorman
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引用次数: 0

摘要

本案例将三种不同的方法集成在一个问题的四部分序列中,该问题反映了现实世界中已发布的项目。学生运用统计学、整数优化和模拟分析来解决工作分配问题。该案例包括四个部分:(1)基于回归的运行成本和运行时间估算;(2)基于基线和两种场景的混合整数优化分析;(3)不确定情况下推荐方案的模拟;(4)不确定情况下的再优化。该案例已在一至四周的时间内由高级MBA或分析学硕士学生实施。这个案例得到了非常积极的反馈。
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Case Article—Blending Statistics, Optimization, and Simulation in a Multiphase Case
This case integrates three different methodologies over a four-part sequence on a problem that mirrors a real-world, published project. Students apply statistics, integer optimization, and simulation analysis toward solving the job assignment problem. The case features four parts: (1) operating cost and runtime estimation via regression, (2) mixed integer optimization analysis of a baseline and two scenarios, (3) simulation of the recommended solution under uncertainty, and (4) reoptimization under uncertainty. The case has been implemented over a one- to four-week period with upper level MBA or masters in analytics students. The case has received very positive feedback.
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来源期刊
INFORMS Transactions on Education
INFORMS Transactions on Education Social Sciences-Education
CiteScore
1.70
自引率
0.00%
发文量
34
审稿时长
52 weeks
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