教授/研究

花成

系别:管理科学系

职称:副教授

电子邮箱:cheng.hua@sjtu.edu.cn

工作经历

2023 - 至今 上海交通大学安泰经济与管理学院,副教授

2020 - 2023 上海交通大学安泰经济与管理学院,助理教授

教育背景

2015 - 2020 耶鲁大学商学院,运筹管理 博士

2015 - 2018 耶鲁大学,运筹管理 硕士

2015 - 2017 耶鲁大学,统计与数据科学 硕士

2013 - 2015 美国密歇根大学,工业与运筹工程 学士 (双学位)

2011 - 2015 上海交通大学,电子与计算机工程 学士

荣誉奖项

2021年INFORMS服务科学会议最佳学生论文比赛,Second Prize Winner

2020年上海市杨帆计划获得者

2020年INFORMS服务科学会议最佳论文比赛,First Prize Winner

2020年耶鲁大学杰出博士毕业生

2018年INFORMS数据驱动论文比赛,Finalist

2015年James B. Angell荣誉学者称号

2014年INFORMS本科生运筹学论文比赛,Finalist

2014年IIE最佳论文比赛,First Prize Winner

研究方向

医疗运作管理,数据驱动决策,强化学习,队列模型,AI制药

科研招募

招募对科研感兴趣的本科生及研究生科研助理,方向为: 1)AI制药与医疗大数据,2)人工智能,3)医疗管理,如有兴趣请联系cheng.hua@sjtu.edu.cn

发表论文

1. Hua C, Swersey AJ, Chiyoshi F, Innanoni AP, Morabito R. "Improving Productivity: An Emergency Service System in which Cross-Trained Fire-Medics Respond to Medical Calls and Fire Incidents". (Available at SSRN)

2. Hua C, Swersey AJ, Zheng Z. "A Novel Birth and Death Chain Formulation and Solution to a Spatial Queuing Problem". (Reject and Resubmit at Operations Research)

3. Hua C, Swersey AJ. "Cross-Trained Fire-Medics Respond to Medical Calls and Fire Incidents: A Fast Algorithm for a Three-State Spatial Queuing Problem". (Major Revision at M&SOM)

4. Wand D, Lin X, Di Z, Hua C, Zhou W. "Automatic Filter Pruning based on Diversity Maximization". (Under Review)

5. Xing W#, Hua C#. "Real-Time Patient Transfer Under Ambulance Offload Delays" (Under Review)

6. Yang L, Heinlein J, Hua C, Gao R, Hu S, Pfefferle L, He Y. "Emerging Dual-functional 2D Transition Metal Oxides for Carbon Capture and Utilization: A Review". (Under Revision at Fuel)

7. Wang B#, Jing J#, Huang X#, Hua C#, Qin Q, Jia Y, Jiang L, Gao B, Wu L, Zeng X, Wang F, Liu S, Mao C. "Establishment of a Knowledge-and-Data-Driven Artificial Intelligence System with Robustness and Interpretability in Laboratory Medicine". Advanced Intelligent Systems, 2022, 2100204

8. Hua C#, Xing W#. "Patient Transfer Under Ambulance Offload Delays: An Approximate Dynamic Programming Approach." INFORMS International Conference on Service Science, 337-350

9. Liu H, Hua C, Lei C. "Dynamic Volunteer Firefighter Planning Under Stochastic Service Disruptions". Transportation Research Part E, 154 (2021) 102459

10. Hua C, Zaman T. "Optimal Dispatch in Emergency Service System via Reinforcement Learning". INFORMS International Conference on Service Science, 75-87

11. Zhang H, Shi C, Qin C, Hua C. "Stochastic Regret Minimization for Revenue Management Problems with Nonstationary Demands" Naval Research Logistics. Vol. 63 (6), 433-448.

(# indicates equal contribution)

Work In Progress

1. Hua C, Lee DKK. "New Systematic Trading Algorithm in Stock Market with Machine Learning Methods".

2. Hua C, Xing W. "Optimal Unit Locations in an Emergency Service System".

3. Hua C, Xing W, Swersey AJ. "Optimal Unit Locations in a Fire-Medic Joint System".

Published/ Working Paper

Hua C, Swersey AJ, Chiyoshi F, Innanoni AP, Morabito R. "Improving Productivity: An Emergency Service System in which Cross-Trained Fire-Medics Respond to Medical Calls and Fire Incidents". (Available at SSRN)

Hua C, Swersey AJ, Zheng Z. "A Novel Birth and Death Chain Formulation and Solution to a Spatial Queuing Problem". (Reject and Resubmit at Operations Research)

Hua C, Swersey AJ. "Cross-Trained Fire-Medics Respond to Medical Calls and Fire Incidents: A Fast Algorithm for a Three-State Spatial Queuing Problem". (Major Revision at M&SOM)

Wand D, Lin X, Di Z, Hua C, Zhou W. "Automatic Filter Pruning based on Diversity Maximization". (Under Review)

Xing W#, Hua C#. "Real-Time Patient Transfer Under Ambulance Offload Delays" (Under Review)

Yang L, Heinlein J, Hua C, Gao R, Hu S, Pfefferle L, He Y. "Emerging Dual-functional 2D Transition Metal Oxides for Carbon Capture and Utilization: A Review". (Under Revision at Fuel)

Wang B#, Jing J#, Huang X#, Hua C#, Qin Q, Jia Y, Jiang L, Gao B, Wu L, Zeng X, Wang F, Liu S, Mao C. "Establishment of a Knowledge-and-Data-Driven Artificial Intelligence System with Robustness and Interpretability in Laboratory Medicine". Advanced Intelligent Systems, 2022, 2100204

Hua C#, Xing W#. "Patient Transfer Under Ambulance Offload Delays: An Approximate Dynamic Programming Approach." INFORMS International Conference on Service Science, 337-350

Liu H, Hua C, Lei C. "Dynamic Volunteer Firefighter Planning Under Stochastic Service Disruptions". Transportation Research Part E, 154 (2021) 102459

Hua C, Zaman T. "Optimal Dispatch in Emergency Service System via Reinforcement Learning". INFORMS International Conference on Service Science, 75-87

Zhang H, Shi C, Qin C, Hua C. "Stochastic Regret Minimization for Revenue Management Problems with Nonstationary Demands" Naval Research Logistics. Vol. 63 (6), 433-448.

(# indicates equal contribution)

Work In Progress

Hua C, Lee DKK. "New Systematic Trading Algorithm in Stock Market with Machine Learning Methods".

Hua C, Xing W. "Optimal Unit Locations in an Emergency Service System".

Hua C, Xing W, Swersey AJ. "Optimal Unit Locations in a Fire-Medic Joint System".

主讲课程

AM217 回归分析

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