The correlation analysis in time series has received considerable attention [1]. Its use plays an important role in the social sciences, finance and medical sciences. Spearman's or Pearson correlation coefficients are the most commonly used for estimation [1]. The assumption such as stationarity makes the validity of time series correlation coefficients [2].
