1. Optimization Algorithms for Structured Machine Learning and Image Processing Problems Qin, Zhiwei 2013 Theses Operations researchComputer scienceStatistics
2. Stochastic Models of Limit Order Markets Kukanov, Arseniy 2013 Theses Operations researchFinanceStatistics
3. Two Papers of Financial Engineering Relating to the Risk of the 2007--2008 Financial Crisis Zhong, Haowen 2013 Theses Operations researchStatistics
4. Convex Optimization Algorithms and Recovery Theories for Sparse Models in Machine Learning Huang, Bo 2014 Theses MathematicsStatisticsOperations research
5. Structured Tensor Recovery and Decomposition Mu, Cun 2017 Theses Operations researchComputer scienceStatisticsCalculus of tensors
6. Exact Simulation Techniques in Applied Probability and Stochastic Optimization Pei, Yanan 2018 Theses Operations researchProbabilitiesPerfect simulation (Statistics)Mathematical optimizationStatistics
7. The MNL-Bandit Problem: Theory and Applications Avadhanula, Vashist 2019 Theses Operations researchComputer scienceStatisticsRevenue managementConsumer behavior
8. Exact simulation algorithms with applications in queueing theory and extreme value analysis Liu, Zhipeng 2020 Theses Operations researchStatisticsIndustrial engineeringQueuing theoryAlgorithmsMonte Carlo methodGaussian processesSimulation methods
9. Optimization Foundations of Reinforcement Learning Bhandari, Jalaj 2020 Theses Operations researchComputer scienceStatisticsMachine learning--Statistical methodsReinforcement learning
10. Sequential Decision Making with Combinatorial Actions and High-Dimensional Contexts Oh, Min-hwan 2020 Theses Operations researchReinforcement learningMachine learningStatisticsDecision making
11. Training Decision Trees for Optimal Decision-Making McNellis, Ryan Thomas 2020 Theses Operations researchStatisticsMathematicsDecision makingDecision trees
12. Uncertainty Quantification in Data-Driven Simulation and Optimization: Statistical and Computational Efficiency Qian, Huajie 2020 Theses Operations researchStatisticsStochastic analysisBootstrap (Statistics)