Classification of interbeat interval time-series which fluctuates in an irregular and complex manner is very challenging. Typically, entropy methods are employed to quantify the complexity for classifying. Traditional focus on frequency distribution all observations a time-series. This requires relatively long with at least couple thousands data points, limits their usages practical application...