Towards Sobolev Pruning

no code implementations • 6 Dec 2023 • Neil Kichler, Sher Afghan, Uwe Naumann

The produced surrogate models often will not capture the sensitivities and uncertainties inherent in the original model.

Supervised Feature Selection with Neuron Evolution in Sparse Neural Networks

1 code implementation • 10 Mar 2023 • Zahra Atashgahi, Xuhao Zhang, Neil Kichler, Shiwei Liu, Lu Yin, Mykola Pechenizkiy, Raymond Veldhuis, Decebal Constantin Mocanu

Feature selection that selects an informative subset of variables from data not only enhances the model interpretability and performance but also alleviates the resource demands.

feature selection