Global ETD Search
Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.
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Showing 1 to 4 of 4 for “"Regularized Models"”.
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Investigating the Capacity of Generative AI to Learn Genotype-by-Environment Interactions in Brachypodium distachyon
… using both a baseline configuration and a set of regularized variants incorporating noise injection, co-expression preservation, entropy-based sample weighting, and masked gene modeling as a self-supervised objective. While baseline models achieved perfect reconstruction accuracy, they failed to …
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Geometric Functional Data Analysis
… information requires the formulation of models able to incorporate structural information on the geometry of the underlying domains, with the aim of mitigating the curse of dimensionality. This is achieved by adopting regularized models involving differential operator penalties. Modeling …
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Understanding Adversarial Robustness in Deep Learning
… the adversarial robustness of deep learning models. Our investigation covers various aspects of this phenomenon, including the development of two new defense algorithms, two new attack algorithms, a novel definition of hierarchical adversarial robustness, and an analysis of how the …
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Stabilization of POD-ROMs
… for stabilizing POD-ROMs (that is, reduced order models based on basis functions derived from the proper orthogonal decomposition) for both the CDR (convection-diffusion-reaction) equation and the NSEs (Navier-Stokes equations). Stabilization is necessary because standard POD-ROMs of …