Decreasing the displacement rank of a matrix

This paper approximates a matrix B having a displacement rank r by a matrix $B_d $ having a lower displacement rank d (for a fixed $d < r $), so as to minimize the approximation error norm. $\| B_d - C \|_2 $ for any matrix C in terms of $\| B - C \|_2 $ is estimated.