4) Estimating the covariance matrix: In order to calculate the covariance matrix, we used equal weights for past returns.
Returns have been calculated ‘continuously’ conform where pn(t) equals the price of stock n at time t.
The covariance matrix V has been estimated by calculating the elements of matrix (rn, rm) according to where rn is the arithmetic mean of historical returns rn(t).