Similarly for each we can define the covariance

           For each pair of random variables we can also define the joint moment

                                                         , i = 1,2,...,n, j =1,2,...,n

All the joint moments and the second order moments of the individual random variables can be studied in terms of the correlation matrix

which is a symmetric matrix.