Detail Information
Publications
SMOTE for high-dimensional class-imbalanced dataRok Blagus
Institute for Biostatistics and Medical Informatics, University of Ljubljana, Vrazov trg 2, Ljubljana, Slovenia
BMC Bioinformatics 14:106. 2013..In this paper we investigate the properties of SMOTE from a theoretical and empirical point of view, using simulated and real high-dimensional data...
Class prediction for high-dimensional class-imbalanced dataRok Blagus
Institute for Biostatistics and Medical Informatics, University of Ljubljana, Vrazov trg 2, Ljubljana, Slovenia
BMC Bioinformatics 11:523. 2010..We also investigate the effectiveness of some strategies that are available to overcome the effect of class imbalance...
A class comparison method with filtering-enhanced variable selection for high-dimensional data setsLara Lusa
Department of Medical Informatics, University of Ljubljana, Slovenia
Stat Med 27:5834-49. 2008....
