Search Results for author: Jarne Verhaeghe

Found 2 papers, 2 papers with code

Conformal Convolution and Monte Carlo Meta-learners for Predictive Inference of Individual Treatment Effects

2 code implementations7 Feb 2024 Jef Jonkers, Jarne Verhaeghe, Glenn Van Wallendael, Luc Duchateau, Sofie Van Hoecke

The approaches leverage weighted conformal predictive systems (WCPS), Monte Carlo sampling, and CATE meta-learners to generate predictive distributions of individual treatment effect (ITE) that could enhance individualized decision-making.

Decision Making Uncertainty Quantification

Powershap: A Power-full Shapley Feature Selection Method

1 code implementation16 Jun 2022 Jarne Verhaeghe, Jeroen Van Der Donckt, Femke Ongenae, Sofie Van Hoecke

Benchmarks and simulations show that powershap outperforms other filter methods with predictive performances on par with wrapper methods while being significantly faster, often even reaching half or a third of the execution time.

feature selection

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