Survival SVM: a practical scalable algorithm. - Vanya Van Belle; Kristiaan Pelckmans; Johan A. K. Suykens; Sabine Van Huffel (ESANN, 2008)

Multi-class AUC metrics and weighted alternatives. - Ben Van Calster; Vanya Van Belle; George Condous; Tom Bourne; Dirk Timmerman; Sabine Van Huffel (IJCNN, 2008)

MINLIP: Efficient Learning of Transformation Models. - Vanya Van Belle; Kristiaan Pelckmans; Johan A. K. Suykens; Sabine Van Huffel (ICANN (1), 2009)

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 (IWANN (1), 2009)

On the use of a clinical kernel in survival analysis. - Vanya Van Belle; Kristiaan Pelckmans; Johan A. K. Suykens; Sabine Van Huffel (ESANN, 2010)

Support vector methods for survival analysis: a comparison between ranking and regression approaches. - Vanya Van Belle; Kristiaan Pelckmans; Sabine Van Huffel; Johan A. K. Suykens (Artif. Intell. Medicine, 2011)

Improved performance on high-dimensional survival data by application of Survival-SVM. - Vanya Van Belle; Kristiaan Pelckmans; Sabine Van Huffel; Johan A. K. Suykens (Bioinform., 2011)

Learning Transformation Models for Ranking and Survival Analysis. - Vanya Van Belle; Kristiaan Pelckmans; Johan A. K. Suykens; Sabine Van Huffel (J. Mach. Learn. Res., 2011)

Interval coded scoring systems for survival analysis. - Vanya Van Belle; Sabine Van Huffel; Johan A. K. Suykens; Stephen P. Boyd (ESANN, 2012)

Automated selection of interaction effects in sparse kernel methods to predict pregnancy viability. - Vanya Van Belle; Paulo Lisboa (CIDM, 2013)

Research directions in interpretable machine learning models. - Vanya Van Belle; Paulo Lisboa (ESANN, 2013)

Risk group detection and survival function estimation for interval coded survival methods. - Vanya Van Belle; Patrick Neven; Vernon Harvey; Sabine Van Huffel; Johan A. K. Suykens; Stephen P. Boyd (Neurocomputing, 2013)

White box radial basis function classifiers with component selection for clinical prediction models. - Vanya Van Belle; Paulo Lisboa (Artif. Intell. Medicine, 2014)

Interval Coded Scoring Index with Interaction Effects - A Sensitivity Study. - Lieven Billiet; Sabine Van Huffel; Vanya Van Belle (ICPRAM, 2016)

Interval Coded Scoring extensions for larger problems. - Lieven Billiet; Sabine Van Huffel; Vanya Van Belle (ISCC, 2017)

Interval Coded Scoring: a toolbox for interpretable scoring systems. - Lieven Billiet; Sabine Van Huffel; Vanya Van Belle (PeerJ Comput. Sci., 2018)