Search Results for author: Koen Vanhoof

Found 4 papers, 1 papers with code

Compatibility of Fairness Metrics with EU Non-Discrimination Laws: Demographic Parity & Conditional Demographic Disparity

no code implementations14 Jun 2023 Lisa Koutsoviti Koumeri, Magali Legast, Yasaman Yousefi, Koen Vanhoof, Axel Legay, Christoph Schommer

This work supports the contextual approach to fairness in EU non-discrimination legal framework and aims at assessing up to what point we can assure legal fairness through fairness metrics and under fairness constraints.

Decision Making Fairness

Measuring Implicit Bias Using SHAP Feature Importance and Fuzzy Cognitive Maps

1 code implementation16 May 2023 Isel Grau, Gonzalo Nápoles, Fabian Hoitsma, Lisa Koutsoviti Koumeri, Koen Vanhoof

In this paper, we integrate the concepts of feature importance with implicit bias in the context of pattern classification.

Fairness Feature Importance

Online learning of windmill time series using Long Short-term Cognitive Networks

no code implementations1 Jul 2021 Alejandro Morales-Hernández, Gonzalo Nápoles, Agnieszka Jastrzebska, Yamisleydi Salgueiro, Koen Vanhoof

Forecasting windmill time series is often the basis of other processes such as anomaly detection, health monitoring, or maintenance scheduling.

Anomaly Detection Scheduling +2

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