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2. Using Second-Order Information in Training Deep Neural Networks
3. Uncertainty Quantification in Data-Driven Simulation and Optimization: Statistical and Computational Efficiency
4. Two-Sided Matching Markets: Models, Structures, and Algorithms
5. Two Papers of Financial Engineering Relating to the Risk of the 2007--2008 Financial Crisis
6. Two Essays in Financial Engineering
7. Training Decision Trees for Optimal Decision-Making
8. Tractable Policies in Dynamic Robust Optimization
9. Topics in Simulation: Random Graphs and Emergency Medical Services
10. Topics in Deep Learning and Data-driven Optimization
11. Three Essays on Dynamic Pricing and Resource Allocation
12. The Theory of Systemic Risk
13. The MNL-Bandit Problem: Theory and Applications
14. Supply Chain and Service Operations with Demand-Side Flexibility
15. Submodular Secretary Problem with Shortlists under General Constraints
16. Studies in Stochastic Networks: Efficient Monte-Carlo Methods, Modeling and Asymptotic Analysis
17. Structured Tensor Recovery and Decomposition
18. Stochastic Networks: Modeling, Simulation Design and Risk Control
19. Stochastic Models of Limit Order Markets
20. Stochastic Methods in Optimization and Machine Learning
21. Stochastic Approximation Algorithms in the Estimation of Quasi-Stationary Distribution of Finite and General State Space Markov Chains
22. Staffing and Scheduling to Differentiate Service in Many-Server Service Systems
23. Some Problems in Graph Theory and Scheduling
24. Smart Grid Risk Management
25. Sequential Decision Making with Combinatorial Actions and High-Dimensional Contexts
26. Robust and Interpretable Sequential Decision-Making for Healthcare
27. Revenue Management in Video Games and with Fairness
28. Reinforcement Learning: New Algorithms and An Application for Integer Programming
29. Recursive Utility with Narrow Framing: Properties and Applications
30. Rare-Event Estimation and Calibration for Large-Scale Stochastic Simulation Models
31. Ranking Algorithms on Directed Configuration Networks
32. Queues, Planes and Games: Algorithms for Scheduling Passengers, and Decision Making in Stackelberg Games
33. Product Line Design, Pricing and Framing under General Choice Models
34. Production Planning with Risk Hedging
35. Pricing, Trading and Clearing of Defaultable Claims Subject to Counterparty Risk
36. Pricing Tools and Analysis for Emerging e-Commerce Technologies
37. Pricing Analytics for Reusable Resources
38. Price Dynamics & Trading Strategies in the Commodities Market
39. Permissioned Blockchain Adoption in Supply Chains
40. Periodic Little's law
41. Perfect Simulation, Sample-path Large Deviations, and Multiscale Modeling for Some Fundamental Queueing Systems
42. Perfect Simulation and Deployment Strategies for Detection
43. Optimization in Strategic Environments
44. Optimization Foundations of Reinforcement Learning
45. Optimization and learning in dynamic environments: models and algorithms
46. Optimization Algorithms for Structured Machine Learning and Image Processing Problems
47. Optimal Stopping and Switching Problems with Financial Applications
48. Optimal Multiple Stopping Approach to Mean Reversion Trading
49. Optimal Dynamic Strategies for Index Tracking and Algorithmic Trading
50. On the Trade-offs between Modeling Power and Algorithmic Complexity
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