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Dive into the research topics where Geraldin Nanfack is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Projects
- 1 Finished
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VeriLearn: Verifying Learning Artificial Intelligence Systems
Heymans, P. (PI), Frénay, B. (CoI), Schobbens, P. Y. (CoI), Temple, P. (Researcher), Nanfack, G. (Researcher), Amrani, M. (Researcher) & BIBAL, A. (Researcher)
1/01/18 → 31/12/22
Project: Research
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An Experimental Investigation into the Evaluation of Explainability Methods for Computer Vision
Stassin, S., Englebert, A., Albert, J., Nanfack, G., Versbraegen, N., Frénay, B., Peiffer, G., Doh, M., Riche, N. & De Vleeschouwer, C., 2023, In: Communications in Computer and Information Science.Research output: Contribution to journal › Article › peer-review
Open AccessFile134 Downloads (Pure) -
Decision trees: from efficient prediction to responsible AI
Blockeel, H., Devos, L., Frénay, B., Nanfack, G. & Nijssen, S., 2023, In: Frontiers in Artificial Intelligence. 6, 1124553.Research output: Contribution to journal › Review article › peer-review
Open AccessFile138 Downloads (Pure) -
Learning Customised Decision Trees for Domain-knowledge Constraints
Nanfack, G., Temple, P. & Frénay, B., Oct 2023, In: Pattern Recognition. 142, 109610.Research output: Contribution to journal › Article › peer-review
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Constraint Enforcement on Decision Trees: a Survey
Nanfack, G., Temple, P. & Frénay, B., 14 Sept 2022, In: ACM Computing Surveys. 54, 10, 34 p., 201.Research output: Contribution to journal › Article › peer-review
Open Access -
Boundary-Based Fairness Constraints in Decision Trees and Random Forests
Nanfack, G., Delchevalerie, V. & Frénay, B., 2021, ESANN 2021 Proceedings - 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. p. 375-380 6 p. (ESANN 2021 Proceedings - 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning).Research output: Contribution in Book/Catalog/Report/Conference proceeding › Conference contribution
Open AccessFile173 Downloads (Pure)
Thesis
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Constraint Enforcement on Decision Trees and its Application to Global Explainability
Nanfack, G. (Author), Frénay, B. (Supervisor), Temple, P. (Co-Supervisor), Vanhoof, W. (President), Verleysen, M. (Jury), Perrouin, G. (Jury) & Blockeel, H. (Jury), 24 Nov 2022Student thesis: Doc types › Doctor of Sciences
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