Search Results for author: Cecilia Sönströd

Found 2 papers, 1 papers with code

Calibrated Explanations for Regression

1 code implementation30 Aug 2023 Tuwe Löfström, Helena Löfström, Ulf Johansson, Cecilia Sönströd, Rudy Matela

This paper introduces an extension of a feature importance explanation method, Calibrated Explanations, previously only supporting classification, with support for standard regression and probabilistic regression, i. e., the probability that the target is above an arbitrary threshold.

counterfactual Explainable artificial intelligence +4

Well-Calibrated Probabilistic Predictive Maintenance using Venn-Abers

no code implementations11 Jun 2023 Ulf Johansson, Tuwe Löfström, Cecilia Sönströd

In the experiments, we apply Venn-Abers calibration to decision trees, random forests and XGBoost models, showing how both overconfident and underconfident models are corrected.

Fault Detection valid

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