Search Results for author: Rob Goedhart

Found 4 papers, 1 papers with code

Finding Regions of Counterfactual Explanations via Robust Optimization

1 code implementation26 Jan 2023 Donato Maragno, Jannis Kurtz, Tabea E. Röber, Rob Goedhart, Ş. Ilker Birbil, Dick den Hertog

To this end, our method provides a whole region of CEs allowing the user to choose a suitable recourse to obtain a desired outcome.

counterfactual Counterfactual Explanation +1

Semantic match: Debugging feature attribution methods in XAI for healthcare

no code implementations5 Jan 2023 Giovanni Cinà, Tabea E. Röber, Rob Goedhart, Ş. İlker Birbil

Despite valid concerns, we argue that existing criticism on the viability of post-hoc local explainability methods throws away the baby with the bathwater by generalizing a problem that is specific to image data.

Explainable Artificial Intelligence (XAI) Feature Importance +1

Why we do need Explainable AI for Healthcare

no code implementations30 Jun 2022 Giovanni Cinà, Tabea Röber, Rob Goedhart, Ilker Birbil

The recent spike in certified Artificial Intelligence (AI) tools for healthcare has renewed the debate around adoption of this technology.

Specificity valid

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