Résumé
Interpretability is often a major concern in machine learning. Although
many authors agree with this statement, interpretability is often tackled
with intuitive arguments, distinct (yet related) terms and heuristic quan-
tifications. This short survey aims to clarify the concepts related to interpretability and emphasises the distinction between interpreting models
and representations, as well as heuristic-based and user-based approaches.
many authors agree with this statement, interpretability is often tackled
with intuitive arguments, distinct (yet related) terms and heuristic quan-
tifications. This short survey aims to clarify the concepts related to interpretability and emphasises the distinction between interpreting models
and representations, as well as heuristic-based and user-based approaches.
langue originale | Anglais |
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titre | 24th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning |
Sous-titre | ESANN 2016 : Bruges, Belgium, April 27-28-29, 2016 : proceedings |
rédacteurs en chef | Michel Verleysen |
Lieu de publication | Bruges |
Editeur | CIACO |
Pages | 77-82 |
ISBN (Electronique) | 978-287587027-8 |
ISBN (imprimé) | 978-2-87587-026-1 |
Etat de la publication | Publié - 2016 |
Evénement | 24th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning - Bruges, Belgique Durée: 27 avr. 2016 → 29 mai 2016 Numéro de conférence: 24 |
Une conférence
Une conférence | 24th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning |
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Titre abrégé | ESANN 2016 |
Pays/Territoire | Belgique |
La ville | Bruges |
période | 27/04/16 → 29/05/16 |
Empreinte digitale
Examiner les sujets de recherche de « Interpretability of Machine Learning Models and Representations: an Introduction ». Ensemble, ils forment une empreinte digitale unique.Thèses de l'étudiant
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Interpretability and Explainability in Machine Learning and their Application to Nonlinear Dimensionality Reduction
Auteur: Bibal, A., 16 nov. 2020Superviseur: FRENAY, B. (Promoteur), VANHOOF, W. (Président), Cleve, A. (Jury), Dumas, B. (Jury), Lee, J. A. (Personne externe) (Jury) & Galarraga, L. A. (Personne externe) (Jury)
Student thesis: Doc types › Docteur en Sciences
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