2 For convenience let us assume thatf (c i ) ∈ N d .
where |v| 1 = i |v i | is the L1-norm of vector v, let z t be the normalizing constant at t: Now define f j (C), the j-th entry of f (C), as: f (C) represents the global relative frequency of each local, count-based feature.