Ghent University Academic Bibliography

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Machine learning in nanoscience and beyond : workflows, data processing, XAI and ITAP metrics, language-based models

Junnan Song (UGent) , Qingjie Sun, Andre Skirtach (UGent) and Bogdan Parakhonskiy (UGent)

(2026) ADVANCES IN COLLOID AND INTERFACE SCIENCE. 349.
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- Journal Article
- A2
- open access
Comparing XAI techniques for interpreting short-term burglary predictions at micro-places

Robin Khalfa (UGent) , Naomi Theinert (UGent) and Wim Hardyns (UGent)

(2025) COMPUTATIONAL URBAN SCIENCE. 5(1).
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- Journal Article
- A1
- open access
Tree smoothing : post-hoc regularization of tree ensembles for interpretable machine learning

Bastian Pfeifer, Arne Gevaert (UGent) , Markus Loecher and Andreas Holzinger

(2025) INFORMATION SCIENCES. 690.
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- Journal Article
- A1
- open access
Explainable knowledge graph embeddings for industrial process monitoring & control

Michael Weyns (UGent) , Thibault Blyau (UGent) , Bram Steenwinckel (UGent) , Filip De Turck (UGent) , Sofie Van Hoecke (UGent) and Femke Ongenae (UGent)

(2025) INFORMATION FUSION. 123.
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- Journal Article
- A1
- open access
NICE : an algorithm for nearest instance counterfactual explanations

Dieter Brughmans, Pieter Leyman (UGent) and David Martens

(2024) DATA MINING AND KNOWLEDGE DISCOVERY. 38(5). p.2665-2703
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- Journal Article
- A1
- open access
Categorizing shallow marine soundscapes using explained clusters

Clea Parcerisas Serrahima (UGent) , Irene T. Roca, Dick Botteldooren (UGent) , Paul Devos (UGent) and Elisabeth Debusschere

(2023) JOURNAL OF MARINE SCIENCE AND ENGINEERING. 11(3).
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- Conference Paper
- C1
- open access
Counterfactual functional connectomes for neurological classifier selection

Nicolas Vercheval (UGent) , Marin Benčević, Dario Mužević,, Irena Galić and Aleksandra Pizurica (UGent)

(2023) 2023 31st European Signal Processing Conference (EUSIPCO). In European Signal Processing Conference p.1050-1054
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Reproducibility and explainability in digital humanities

Thorsten Ries (UGent) , Karina van Dalen-Oskam and Fabian Offert

(2023) INTERNATIONAL JOURNAL OF DIGITAL HUMANITIES. 5(2-3). p.247-251
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- Conference Paper
- P1
- open access
Explanations for network embedding-based link predictions

Bo Kang (UGent) , Jefrey Lijffijt (UGent) and Tijl De Bie (UGent)

(2021) MACHINE LEARNING AND PRINCIPLES AND PRACTICE OF KNOWLEDGE DISCOVERY IN DATABASES, ECML PKDD 2021, PT I. In Communications in Computer and Information Science 1524. p.473-488
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- Conference Paper
- P1
- open access
Hierarchical variational autoencoders for visual counterfactuals

Nicolas Vercheval (UGent) and Aleksandra Pizurica (UGent)

(2021) 2021 IEEE International Conference on Image Processing (ICIP). In IEEE International Conference on Image Processing ICIP p.2513-2517

Academic Bibliography

Machine learning in nanoscience and beyond : workflows, data processing, XAI and ITAP metrics, language-based models

Comparing XAI techniques for interpreting short-term burglary predictions at micro-places

Tree smoothing : post-hoc regularization of tree ensembles for interpretable machine learning

Explainable knowledge graph embeddings for industrial process monitoring & control

NICE : an algorithm for nearest instance counterfactual explanations

Categorizing shallow marine soundscapes using explained clusters

Counterfactual functional connectomes for neurological classifier selection

Reproducibility and explainability in digital humanities

Explanations for network embedding-based link predictions

Hierarchical variational autoencoders for visual counterfactuals

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