belonging to one of the three AF characteristic types. P wave absence is quantified by measuring the correlation of the detected P waves to a P wave model. Heart rate variability is accessed by assuming that the observed ECG is a nonlinear transformed version of a model. The statistical similarity is determined from the Kullback - Leibler divergence. AA is extracted using a wavelet analysis approach, based in the algorithms reported in