Abstract
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.
Original language | English |
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Title of host publication | 24th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning |
Subtitle of host publication | ESANN 2016 : Bruges, Belgium, April 27-28-29, 2016 : proceedings |
Editors | Michel Verleysen |
Place of Publication | Bruges |
Publisher | CIACO |
Pages | 77-82 |
ISBN (Electronic) | 978-287587027-8 |
ISBN (Print) | 978-2-87587-026-1 |
Publication status | Published - 2016 |
Event | 24th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning - Bruges, Belgium Duration: 27 Apr 2016 → 29 May 2016 Conference number: 24 |
Conference
Conference | 24th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning |
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Abbreviated title | ESANN 2016 |
Country/Territory | Belgium |
City | Bruges |
Period | 27/04/16 → 29/05/16 |
Fingerprint
Dive into the research topics of 'Interpretability of Machine Learning Models and Representations: an Introduction'. Together they form a unique fingerprint.Student theses
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Interpretability and Explainability in Machine Learning and their Application to Nonlinear Dimensionality Reduction
Author: Bibal, A., 16 Nov 2020Supervisor: FRENAY, B. (Supervisor), VANHOOF, W. (President), Cleve, A. (Jury), Dumas, B. (Jury), Lee, J. A. (External person) (Jury) & Galarraga, L. A. (External person) (Jury)
Student thesis: Doc types › Doctor of Sciences
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