Search Results for author: Luc Duchateau

Found 2 papers, 2 papers with code

Conformal Predictive Systems Under Covariate Shift

1 code implementation • 23 Apr 2024 • Jef Jonkers, Glenn Van Wallendael, Luc Duchateau, Sofie Van Hoecke

Conformal Predictive Systems (CPS) offer a versatile framework for constructing predictive distributions, allowing for calibrated inference and informative decision-making.

Conformal Prediction Decision Making

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Code

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

2 code implementations • 7 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

Paper
Code

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