To setup the classifiers I used a gradient boosting method, very similar to the one described in: Hoffmann, G.N. Garcia, J.-M. Vesin, K. Diserens and T. Ebrahimi, “ Boosting Approach to P300 Detection with Application to Brain-Computer Interfaces,” Proceedings of the IEEE Conference on Neural Engineering 2005.