A crucial assumption for the single-period representation of a portfolio's performance, namely, the Sharpe ratio, to be valid is the stationary in the distributions of a portfolio's excess returns R1,…,RT. In literature, the most often adopted stationary assumption is the i.i.d. excess returns...