Classification of multivariate time series (MTS) has been tackled with a large variety methodologies and applied to wide range scenarios. Reservoir computing (RC) provides efficient tools generate vectorial, fixed-size representation the MTS that can be further processed by standard classifiers. Despite their unrivaled training speed, classifiers based on RC architecture fail achieve same accur...