Ghent University Academic Bibliography

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Your next state-of-the-art could come from another domain : a cross-domain analysis of hierarchical text classification

Nan Li (UGent) , Bo Kang (UGent) and Tijl De Bie (UGent)

(2026) MACHINE LEARNING. 115(4).
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- open access
Re-assessing accuracy degradation : a framework for understanding DNN behavior on similar-but-non-identical test datasets

Esla Timothy Anzaku (UGent) , Haohan Wang, Ajiboye Babalola, Arnout Van Messem (UGent) and Wesley De Neve (UGent)

(2025) MACHINE LEARNING. 114(3).
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Maximum causal entropy inverse constrained reinforcement learning

Mattijs Baert (UGent) , Pietro Mazzaglia (UGent) , Sam Leroux (UGent) and Pieter Simoens (UGent)

(2025) MACHINE LEARNING. 114(4).
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A calibration test for evaluating set-based epistemic uncertainty representations

Mira Kristin Jürgens (UGent) , Thomas Mortier (UGent) , Eyke Hüllermeier, Viktor Bengs and Willem Waegeman (UGent)

(2025) MACHINE LEARNING. 114(9).
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Raising the numbers : multi-generation adversarial attack and frequency-based defense for heightened NLP security

Salim Khemis, Yacine Amara, Mohamed Akrem Benatia, Ishak Messalti, Mohammed Elamin Ilyas Khanous and Bernard De Baets (UGent)

(2025) MACHINE LEARNING. 114(9).
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PerfoRank : cluster-based performance ranking for improved performance evaluation and estimation in professional cycling

Bram Janssens (UGent) and Matthias Bogaert (UGent)

(2025) MACHINE LEARNING. 114(1).
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- A1
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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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Forecasting directional bitcoin price returns using aspect-based sentiment analysis on online text data

Ekaterina Loginova, Wai Kit Tsang, Guus van Heijningen, Louis-Philippe Kerkhove and Dries Benoit (UGent)

(2024) MACHINE LEARNING. 113. p.4761-4784
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Hellinger distance decision trees for PU learning in imbalanced data sets

Carlos Ortega Vázquez, Seppe vanden Broucke (UGent) and Jochen De Weerdt

(2024) MACHINE LEARNING. 113(7). p.4547-4578
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- Miscellaneous
Special issue on feature engineering editorial

Tim Verdonck, Bart Baesens, María Óskarsdóttir and Seppe vanden Broucke (UGent)

(2023) MACHINE LEARNING. 113(7). p.3917-3928

Academic Bibliography

Your next state-of-the-art could come from another domain : a cross-domain analysis of hierarchical text classification

Re-assessing accuracy degradation : a framework for understanding DNN behavior on similar-but-non-identical test datasets

Maximum causal entropy inverse constrained reinforcement learning

A calibration test for evaluating set-based epistemic uncertainty representations

Raising the numbers : multi-generation adversarial attack and frequency-based defense for heightened NLP security

PerfoRank : cluster-based performance ranking for improved performance evaluation and estimation in professional cycling

Evaluating feature attribution methods in the image domain

Forecasting directional bitcoin price returns using aspect-based sentiment analysis on online text data

Hellinger distance decision trees for PU learning in imbalanced data sets

Special issue on feature engineering editorial

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