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Géraldin Nanfack

PhD Student

Interests

  • Constraints for interpretability
  • Explainability
  • Trustworthy AI
  • Statistical guarantees in Machine Learning
  • Optimization for Machine Learning

Education

  • M.Sc. in Data Science, 2018

    ENSIAS, Morocco

Projects

  • EOS

Biography

Géraldin Nanfack is a PhD student at the University of Namur (Belgium) since December 2018. He obtained a Master’s degree in Data Science from École Nationale Supérieure d’Informatique et d’Analyse des Systèmes (Morocco) in 2018, and a Bachelor’s in Computer Engineering from École Nationale Supérieure Polytechnique de Yaoundé (Cameroon) in 2016. His research interests lie in constraint enforcement for explainability and trustworthiness, as well as statistical guarantees in Machine Learning.

Publications

Constraint Enforcement on Decision Trees: a Survey

Géraldin Nanfack , Paul Temple , Benoît Frénay
ACM Computing Surveys
January, 2022
Details PDF

Global Explanations with Decision Rules: a Co-learning Approach

Géraldin Nanfack , Paul Temple , Benoît Frénay
Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence (UAI 2021)
December, 2021
Details PDF

Boundary-Based Fairness Constraints in Decision Trees and Random Forests

Géraldin Nanfack , Valentin Delchevalerie , Benoît Frénay
ESANN
October, 2021
Details PDF Project

Explaining t-SNE Embeddings Locally by Adapting LIME

Adrien Bibal , Viet Minh Vu , Géraldin Nanfack , Benoît Frénay
ESANN
October, 2020
Details PDF

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