This suggests that BoC representations are more appropriate for large-size categories.
since there are more nearly orthogonal than truly orthogonal directions in a high-dimensional space, choosing random directions gets us sufficiently close to orthogonality to provide an approximation of the unary vectors (Hecht-Nielsen, 1994).