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cs.LG2024
The impact of data set similarity and diversity on transfer learning success in time series forecasting
Claudia Ehrig, Benedikt Sonnleitner, Ursula Neumann +2
Pre-trained models have become pivotal in enhancing the efficiency and accuracy of time series forecasting on target data sets by leveraging transfer learning. While benchmarks val…
cs.LG2019
FRI -- Feature Relevance Intervals for Interpretable and Interactive Data Exploration
Lukas Pfannschmidt, Christina Göpfert, Ursula Neumann +2
Most existing feature selection methods are insufficient for analytic purposes as soon as high dimensional data or redundant sensor signals are dealt with since features can be sel…