The Fast Kalman filter applies only to systems with sparse matrices (Lange, 2001), since HWB is an inversion method to solve sparse linear equations (Wolf, 1978).
The sparse coefficient matrix to be inverted may often have either a bordered block- or band-diagonal (BBD) structure.