Identifiability and Statistical Inference in Latent Variable Modeling
2024
Dissertation
196 p.
Uncertainty Quantification and Machine Learning Surrogate Models for Multi-Scale High-Performance-Computing Plasma Physics Turbulent Transport Simulations
2024
Dissertation
138 p.
Parametric Projection-based Model Order Reduction for Crash Simulations
2024
Dissertation
171 p.
Topics in Stochastic Optimization: Learning with Implicit and Adaptive Steps
2024
Dissertation
157 p.
On the Algorithmic Impact of Scientific Computing on Machine Learning
2024
Dissertation
157 p.
Adapting and Optimizing High Order Seismic Simulations for GPU-based Supercomputers
2024
Dissertation
191 p.