1. Advances in Bayesian inference and stable optimization for large-scale machine learning problems Fagan, Francois Johannes 2019 Theses Operations researchMachine learningMathematical optimizationIndustrial engineering
2. A Family of Latent Variable Convex Relaxations for IBM Model 2 Simion, Andrei 2015 Theses Translating machinesOperations researchMachine translatingComputer scienceArtificial intelligence
3. A Framework for Analyzing Stochastic Optimization Algorithms Under Dependence Zhou, Chaoxu 2020 Theses Operations researchMathematical optimization--Computer programsComputer algorithmsStochastic processes--Computer programsMonte Carlo method
4. Algorithms for Matching Problems Under Data Accessibility Constraints Hanguir, Oussama 2022 Theses Operations researchCombinatorial optimizationRidesharing--Mathematical modelsInternet advertisingInternet gamesMatching theoryHypergraphs
5. Algorithms for Sparse and Low-Rank Optimization: Convergence, Complexity and Applications Ma, Shiqian 2011 Theses Operations researchMathematical optimization
6. Approximate dynamic programming for large scale systems Desai, Vijay V. 2012 Theses Operations researchMathematics
7. Approximation Algorithms for Demand-Response Contract Execution and Coflow Scheduling Qiu, Zhen 2016 Theses Approximation algorithmsMathematical optimizationSchedulingOperations research
8. A Robust Queueing Network Analyzer Based on Indices of Dispersion You, Wei 2019 Theses Operations researchQueuing networks (Data transmission)Industrial engineeringAlgorithms
9. A Simulation Model to Analyze the Impact of Golf Skills and a Scenario-based Approach to Options Portfolio Optimization Ko, Soonmin 2012 Theses EngineeringOperations research
10. Assortment Planning From A Large Universe Goutam, Kumar 2020 Theses Operations researchIndustrial engineeringBrand choice--Mathematical modelsConsumers' preferences--Mathematical models
11. Clearinghouse Default Resources: Theory and Empirical Analysis Cheng, Wan-Schwin Allen 2017 Theses FinanceClearinghouses (Banking)Statistical decisionOperations research
12. Contingent Capital: Valuation and Risk Implications Under Alternative Conversion Mechanisms Nouri, Behzad 2012 Theses FinanceOperations research
13. Continuous-Time and Distributionally Robust Mean-Variance Models Chen, Lin 2020 Theses Operations researchIndustrial engineeringFinance
14. Convex Optimization Algorithms and Recovery Theories for Sparse Models in Machine Learning Huang, Bo 2014 Theses MathematicsStatisticsOperations research
15. Convex Optimization and Extensions, with a View Toward Large-Scale Problems Gao, Wenbo 2020 Theses Operations researchIndustrial engineeringMachine learningStochastic systemsNewton-Raphson method
16. Data-Driven Combinatorial Optimization and Efficient Machine Learning Frameworks Sakr, Nourhan 2019 Theses Operations researchComputer scienceMachine learningCombinatorial optimizationAlgorithms--Design
18. Designing and Optimizing Matching Markets Lo, Irene Yuan 2018 Theses Operations researchMatching theorySchool choiceMathematical optimization
19. Discrete Optimization Problems in Popular Matchings and Scheduling Powers, Vladlena 2020 Theses Operations researchMatching theoryStatistical matchingScheduling
20. Distributionally Robust Performance Analysis: Data, Dependence and Extremes He, Fei 2018 Theses Operations researchPerformance--AnalysisStochastic modelsProbabilities