中国科学院大学MBA教育管理中心 【“邹至庄讲座”青年学者论坛】王曙明:Predictive Prescriptions in Distributionally Robust Optimization(10月17日) - 中国科学院大学MBA教育管理中心

【“邹至庄讲座”青年学者论坛】王曙明:Predictive Prescriptions in Distributionally Robust Optimization(10月17日)

  • 日期:2023-10-12

 

报告题目:Predictive Prescriptions in Distributionally Robust Optimization

 

报告人:王曙明  中国科学院大学

 

报告时间:2023年10月17日(周二) 16:30-18:00

 

报告地点:中国科学院数学与系统科学研究院南楼N204

 

腾讯会议ID:393 3774 3329

 

内容摘要

We investigate several aspects of predictive prescriptions in data-driven distributionally robust optimization (DRO), including statistical modeling, performance guarantees of prescriptions, and tractability. In particular, we are trying to answer the following questions: (i) How to capture the correlation/unobservable effects in the data-driven DRO models? (ii) How to incorporate the time-series forecasts in the multi-stage DRO models? (iii) How to capture jointly the ambiguity and misspecification effects in the DRO framework.

 

主讲人简介

王曙明,中国科学院大学经济与管理学院教授,主要从事不确定性决策与最优化、统计与优化建模、模型不确定性研究及其在选址、物流与供应链管理、交通、健康医疗管理等领域的应用。研究成果分别发表于Production and Operations Management, INFORMS Journal on Computing, Transportation Science 等权威杂志上。目前担任期刊Computers & Operations Research领域主编 (Area Editor),Decision Sciences副主编(Associate Editor)。