Data-Driven Methods and Applications for Optimization under Uncertainty and Rare-Event Simulation by Zhiyuan Huang A dissertation submitted in partial fulfillment of the requirements for the degree of Doctor of Philosophy (Industrial and Operations Engineering) in The University of Michigan 2020 Doctoral Committee: Assistant Professor Ruiwei Jiang, Co-chair Associate Professor Henry Lam, Co-chair Associate Professor Eunshin Byon Assistant Professor Gongjun Xu Assistant Professor Ding Zhao Zhiyuan Huang
[email protected] ORCID iD: 0000-0003-1284-2128 c Zhiyuan Huang 2020 Dedicated to my parents Weiping Liu and Xiaolei Huang ii ACKNOWLEDGEMENTS First of all, I am deeply thankful to my advisor Professor Henry Lam for his guidance and support throughout my Ph.D. experience. It has been one of the greatest honor of my life working with him as a graduate student. His wisdom, kindness, dedication, and passion have encouraged me to overcome difficulties and to complete my dissertation. I also would like to thank my dissertation committee members. I want to thank the committee co-chair Professor Ruiwei Jiang for his support in my last two Ph.D. years. I am also grateful to Professor Ding Zhao for his consistent help and collaboration. My appreciation also goes to Professor Gongjun Xu for his valuable comments on my dissertation. I would like to thank Professor Eunshin Byon for being helpful both academically and personally. Next, I want to thank other collaborators in my Ph.D. studies. I am very fortunate to encounter great mentor and collaborator Professor Jeff Hong, who made great advice on Chapter 2 of this dissertation.