Sampling error manifests itself directly in the form of spurious long-range covariances.  Alternaltely, one can think of the sampling error as a manifestation of rank-deficiency in the ensemble (if k < the number of degrees of freedom in the dynamical model).  CanŐt correct the missing directions, so errors grow and ensemble variance shrinks, leading to filter divergence.