Therefore, A^TA is a symmetric matrix.
For any nonzero column vector x
According to r(A) = n, AX=0 has only zero solution.
So Ax ≠ 0
Then a is a real matrix,
So (ax) t (ax) > 0.
That is, x t (a ta) x >; 0
So A^TA is a positive definite matrix.