1. 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
2. Capacity Region and Degrees of Freedom of Bidirectional Networks Ashraphijuo, Mehdi 2016 Theses Computer scienceEngineeringMathematics
3. Distributed and Large-Scale Optimization Ali Younis Kalbat, Abdulrahman Younis 2016 Theses Mathematical optimizationMathematical optimization--MethodologyComputer algorithmsSemidefinite programmingElectrical engineeringMathematicsComputer science
4. When Are Nonconvex Optimization Problems Not Scary? Sun, Ju 2016 Theses Mathematical optimizationNonconvex programmingElectrical engineeringComputer scienceMathematics
5. Computational Methods for Nonlinear Optimization Problems: Theory and Applications Madani, Ramtin 2015 Theses EngineeringMathematicsComputer science