A survey of methods for distributed machine learning Diego Peteiro-BarralBertha Guijarro-Berdiñas Review 15 November 2012 Pages: 1 - 11
Learning domain structure through probabilistic policy reuse in reinforcement learning Fernando FernándezManuela Veloso Regular Paper 13 October 2012 Pages: 13 - 27
Boosting for class-imbalanced datasets using genetically evolved supervised non-linear projections Nicolás García-PedrajasCésar García-Osorio Regular Paper 17 October 2012 Pages: 29 - 44
The quest for the optimal class distribution: an approach for enhancing the effectiveness of learning via resampling methods for imbalanced data sets Iñaki AlbisuaOlatz ArbelaitzJesús M. Pérez Regular Paper 24 November 2012 Pages: 45 - 63
Interval feature extraction for classification of event-related potentials (ERP) in EEG data analysis Ludmila I. KunchevaJuan J. Rodríguez Regular Paper 25 December 2012 Pages: 65 - 72
A novel framework for class imbalance learning using intelligent under-sampling Satuluri NaganjaneyuluMrithyumjaya Rao Kuppa Regular Paper 27 December 2012 Pages: 73 - 84
Passive–aggressive online distance metric learning and extensions Adrián Pérez-SuayFrancesc J. FerriMiguel Arevalillo-Herráez Regular Paper 24 January 2013 Pages: 85 - 96