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Scalability in Ill-posed Machine Learning Problems: Bridging Least Squares Methods with (Non-)convex Algorithms
2023
Dissertation
260 Seiten

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Phase Retrieval from Short-Time Fourier Measurements and Applications to Ptychography
2023
Dissertation
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Representing and Recovering Structured High-Dimensional Data: Fast Dimension Reduction, Recovery Guarantees, and Neural Network Representation
2023
Dissertation
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