工作经历

2020 - 至今    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，运筹学 博士

2015 - 2018    耶鲁大学，运筹学 硕士

2015 - 2017    耶鲁大学，统计与数据科学 硕士

2013 - 2015    美国密西根大学，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

2022年全国“互联网+”大学生创新创业大赛指导老师，金奖

2022年INFORMS服务科学会议最佳论文，Finalist

2022年POMS国际会议最佳论文，Honorable Mention

2022年上海交通大学优秀毕业论文指导老师 (前1%)

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

2018年INFORMS数据驱动最佳论文，Finalist

2015年James B. Angell荣誉学者称号

2014年INFORMS本科生运筹学最佳论文，Finalist

2014年IIE最佳论文，First Prize Winner

指导学生获奖

2022年INFORMS Workshop on Data Science Student Scholarship

2022年INFORMS金融领域最佳学生论文，Third Prize Winner

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

研究方向

数据驱动决策，医疗优化管理，科学智能，大数据分析，量化交易算法

研究生招生

每年计划招收硕士研究生，欢迎擅长编程或喜欢数学建模的同学发送简历到cheng.hua@sjtu.edu.cn

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)人工智能与管理科学，2)医疗优化管理，3)AI for Science，4)量化交易，如有兴趣请联系cheng.hua@sjtu.edu.cn

Publications

1. Hua C, Swersey AJ. (2022) "Cross-Trained Fire-Medics Respond to Medical Calls and Fire Incidents: A Fast Algorithm for a Three-State Spatial Queuing Problem". Manufacturing and Service Operations Mangement (Forthcoming)

2. Yang L, Heinlein J, Hua C, Gao R, Hu S, Pfefferle L, He Y. (2022) "Emerging Dual-functional 2D Transition Metal Oxides for Carbon Capture and Utilization: A Review".  Fuel, 324 (2022), 124706

3. Xing W#, Hua C#. (2022) "Optimal Unit Locations in Emergency Service Systems with Bayesian Optimization" Accepted by INFORMS International Conference on Service Science

4. 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. (2022) "Establishment of a Knowledge-and-Data-Driven Artificial Intelligence System with Robustness and Interpretability in Laboratory Medicine". Advanced Intelligent Systems, 4 (5), 2100204

5. Hua C#, Xing W#. (2021) "Patient Transfer Under Ambulance Offload Delays: An Approximate Dynamic Programming Approach." INFORMS International Conference on Service Science, 337-350

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

7. Hua C, Zaman T.  (2020) "Optimal Dispatch in Emergency Service System via Reinforcement Learning".  INFORMS International Conference on Service Science, 75-87

8. Zhang H, Shi C, Qin C, Hua C.  (2017) "Stochastic Regret Minimization for Revenue Management Problems with Nonstationary Demands" Naval Research Logistics. Vol. 63 (6), 433-448.

(# indicates equal contribution) 

Working Paper

1. 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)

2. 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". (In Progress)

3. Hua C#, Xing W#. "A Bayesian Optimization Approach for Solving Optimal Unit Locations in Emergency Service Systems" (Under Review)

4. Di Z, Wang D, Hua C, Lin X, Hu L, Zhou W. (Under Review)

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

6. Hua C, Xing W, Swersey AJ. "Optimal Unit Locations in a Fire-Medic Joint System". (In progress)

7. Hua C, Zaman T. "Optimal Dispatch in Emergency Service System via Reinforcement Learning". (In progress)
   

8. He J#, Hua C#, Zheng Z. "Scalable Reinforcement Learning Algorithms with Dynamic Financial Data Embedding". (Under Review)

9. Ding Y, Li Z, Tian F, Ji D, Guo F, Yang KR, Batista V, Xiao W, Hua C*, He Y. (In progress)

AM217 回归分析

BU366 增强学习

毕业学生：

吴子昊（2022届硕士生，毕业去向：香港科技大学商学院  运筹学  博士）

何静海（2022届本科生，毕业去向：加州大学伯克利分校  运筹与金融科技  博士）

丁琰青（2022届本科生(化院)，毕业去向：哥伦比亚大学  商业分析  硕士）