Academic Bibliography

Search 200 years of publications by Ghent University researchers.

Arne Gevaert

Faculty of Sciences > Department of Mathematics, Computer Science and Statistics

ORCID iD: 0000-0003-4130-8151

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- PhD Thesis
Unifying attribution-based explanation methods in machine learning

Arne Gevaert (UGent)

(2024)
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- Journal Article
- A1
- open access
Evaluating feature attribution methods in the image domain

Arne Gevaert (UGent) , Axel-Jan Rousseau, Thijs Becker, Dirk Valkenborg, Tijl De Bie (UGent) and Yvan Saeys (UGent)

(2024) MACHINE LEARNING. 113. p.6019-6064
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- Conference Paper
- C1
- open access
Efficient approximation of asymmetric Shapley values using functional decomposition

Arne Gevaert (UGent) , Anna Saranti, Andreas Holzinger and Yvan Saeys (UGent)

(2023) Machine learning and knowledge extraction : 7th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2023, Benevento, Italy, August 29 – September 1, 2023, Proceedings. In Lecture Notes in Computer Science (LNCS) 14065. p.13-30
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- Journal Article
- A1
- open access
Machine learning pipeline for predicting bone marrow edema along the sacroiliac joints on magnetic resonance imaging

Joris Roels (UGent) , Ann-Sophie De Craemer (UGent) , Thomas Renson (UGent) , Manouk de Hooge (UGent) , Arne Gevaert (UGent) , Thomas Van Den Berghe (UGent) , Lennart Jans (UGent) , Nele Herregods (UGent) , Philippe Carron (UGent) , Filip Van den Bosch (UGent) , et al.

(2023) ARTHRITIS & RHEUMATOLOGY. 75(12). p.2169-2177
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PDD-SHAP: Fast Approximations for Shapley Values using Functional Decomposition

Arne Gevaert (UGent) and Yvan Saeys (UGent)

(2022) International Workshops of ECML PKDD 2022, Proceedings.
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- Miscellaneous
- open access
Evaluating feature attribution methods in the image domain

Arne Gevaert (UGent) , Axel-Jan Rousseau, Thijs Becker, Dirk Valkenborg, Tijl De Bie (UGent) and Yvan Saeys (UGent)

(2022) ArXiv.
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- Conference Paper
- C3
- open access
A machine learning pipeline for prediction of bone marrow oedema along the sacroiliac joints on magnetic resonance imaging

Joris Roels (UGent) , Ann-Sophie De Craemer (UGent) , Thomas Renson (UGent) , Manouk de Hooge (UGent) , Arne Gevaert (UGent) , Lennart Jans (UGent) , Nele Herregods (UGent) , Thomas Van Den Berghe (UGent) , Philippe Carron (UGent) , Filip Van den Bosch (UGent) , et al.

(2022) Book of Abstracts 13th International Congress on Spondyloarthritides. In 13th International Congress on Spondyloarthritides p.12-12
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- Conference Paper
- C3
- open access
Distillation of Deep Reinforcement Learning Models using Fuzzy Inference Systems

Arne Gevaert (UGent) , Jonathan Peck (UGent) and Yvan Saeys (UGent)

(2019) Proceedings of the 31st Benelux Conference on Artificial Intelligence (BNAIC 2019) and the 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019). In CEUR workshop proceedings 2491.
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A preliminary open data publishing strategy for live data in Flanders

Julian Andres Rojas Melendez (UGent) , Brecht Van de Vyvere, Arne Gevaert (UGent) , Ruben Taelman (UGent) , Pieter Colpaert (UGent) and Ruben Verborgh (UGent)

(2018) p.1847-1853