1. Algorithm Design and Localization Analysis in Sequential and Statistical Learning Xu, Yunbei 2023 Theses MathematicsOperations researchComputer scienceMachine learning--Statistical methodsBayesian statistical decision theoryAlgorithms--Design
2. Deep Networks Through the Lens of Low-Dimensional Structure: Towards Mathematical and Computational Principles for Nonlinear Data Buchanan, Sam 2022 Theses Computer scienceMathematicsElectrical engineeringDeep learning (Machine learning)Neural networks (Computer science)--Mathematical modelsLow-dimensional topology
3. A Geometric Approach to Dynamical System: Global Analysis for Non-Convex Optimization Xu, Ji 2020 Theses Computer scienceStatisticsMathematicsAlgorithms--EvaluationComputer algorithms
4. Cryptographic approaches to security and optimization in machine learning Shi, Kevin 2020 Theses Computer scienceMathematicsMachine learningCryptographyMathematical optimization
5. Smoothness Energies in Geometry Processing Stein, Oded 2020 Theses MathematicsComputer scienceSmoothing filters (Mathematics)Geometry--Data processingLaplacian matrices
6. Testing Convexity and Acyclicity, and New Constructions for Dense Graph Embeddings Sun, Timothy 2019 Theses Computer scienceAlgorithmsTopological graph theoryMathematics
7. Capacity Region and Degrees of Freedom of Bidirectional Networks Ashraphijuo, Mehdi 2016 Theses Computer scienceEngineeringMathematics
8. Distributed and Large-Scale Optimization Ali Younis Kalbat, Abdulrahman Younis 2016 Theses Mathematical optimizationMathematical optimization--MethodologyComputer algorithmsSemidefinite programmingElectrical engineeringMathematicsComputer science
9. Dynamic Algorithms for Shortest Paths and Matching Bernstein, Aaron 2016 Theses Graphic methodsComputer scienceMathematicsComputer algorithms
10. When Are Nonconvex Optimization Problems Not Scary? Sun, Ju 2016 Theses Mathematical optimizationNonconvex programmingElectrical engineeringComputer scienceMathematics
11. Computational Methods for Nonlinear Optimization Problems: Theory and Applications Madani, Ramtin 2015 Theses EngineeringMathematicsComputer science
12. Excluding Induced Paths: Graph Structure and Coloring Maceli, Peter Lawson 2015 Theses Operations researchMathematicsComputer science
13. Methods for Computing Genus Distribution Using Double-Rooted Graphs Khan, Imran Farid 2012 Theses Computer scienceMathematics
14. Large Scale Machine Learning in Biology Raj, Anil 2011 Theses MathematicsBioinformaticsComputer science