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Browsing by Author "Aach, Marcel"

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Resource-Adaptive Successive Doubling for Hyperparameter Optimization with Large Datasets on High-Performance Computing Systems

Aach, Marcel; Sarma, Rakesh; Neukirchen, Helmut; Riedel, Morris; Lintermann, Andreas (2024-12-03)

On High-Performance Computing (HPC) systems, several hyperparameter configurations can be evaluated in parallel to speed up the Hyperparameter Optimization (HPO) process. State-of-the-art HPO methods follow a bandit-based approach and build on top of ...
Speed-Up of Machine Learning for Sound Localization via High-Performance Computing

Sumner, Eric Michael; Aach, Marcel; Lintermann, Andreas; Unnthorsson, Runar; Riedel, Morris (IEEE, 2022-02-16)

Sound localization is the ability of humans to determine the source direction of sounds that they hear. Emulating this capability in virtual environments can have various societally relevant applications enabling more realistic virtual acoustics. We ...

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