| 2017 | ISCC | Interval Coded Scoring extensions for larger problems. | Lieven Billiet, Sabine Van Huffel, Vanya Van Belle |
| 2016 | ICPRAM | Interval Coded Scoring Index with Interaction Effects - A Sensitivity Study. | Lieven Billiet, Sabine Van Huffel, Vanya Van Belle |
| 2013 | CIDM | Automated selection of interaction effects in sparse kernel methods to predict pregnancy viability. | Vanya Van Belle, Paulo Lisboa |
| 2013 | ESANN | Research directions in interpretable machine learning models. | Vanya Van Belle, Paulo Lisboa |
| 2012 | ESANN | Interval coded scoring systems for survival analysis. | Vanya Van Belle, Sabine Van Huffel, Johan A. K. Suykens, Stephen P. Boyd |
| 2010 | ESANN | On the use of a clinical kernel in survival analysis. | Vanya Van Belle, Kristiaan Pelckmans, Johan A. K. Suykens, Sabine Van Huffel |
| 2009 | ICANN | MINLIP: Efficient Learning of Transformation Models. | Vanya Van Belle, Kristiaan Pelckmans, Johan A. K. Suykens, Sabine Van Huffel |
| 2009 | IWANN | Feature Selection in Survival Least Squares Support Vector Machines with Maximal Variation Constraints. | Vanya Van Belle, Kristiaan Pelckmans, Johan A. K. Suykens, Sabine Van Huffel |
| 2008 | ESANN | Survival SVM: a practical scalable algorithm. | Vanya Van Belle, Kristiaan Pelckmans, Johan A. K. Suykens, Sabine Van Huffel |
| 2008 | IJCNN | Multi-class AUC metrics and weighted alternatives. | Ben Van Calster, Vanya Van Belle, George Condous, Tom Bourne, Dirk Timmerman, Sabine Van Huffel |