“…From a portfolio diversification point of view, shortterm investors are more interested in the comovement of stock returns at higher frequencies (short term movements), and longterm investors focus more on the lower frequency comovements. As such, one must resort to frequency domain analysis to obtain insights into comovement at the frequency level ( [29], [35], [43], [48]). In such a context, with both the time horizon of economic decisions and the strength and direction of economic relationships between variables that may differ according to the time scale of the analysis, wavelet analysis may prove to be a useful analytical tool [41].…”