I have a square matrix in which each rows sums to <1 and all elements are 0<=a(i,j)<=1. I am interested in measure the correlation between elements of any pair of given rows. Would the eigenvalues of this matrix tell me any information about this correlation? For example, is the variance of eigenvalues associated with the correlation between rows (the higher the correlation, the lower is the eigenvalue variance)?
Thanks