This paper presents a novel identification procedure. The proposed method consists in a recursive formulation of the algebraic Frisch scheme, which is an estimation procedure based on mild a priori assumptions in the context of error-in-variables (EIV) schemes. Simulations have been performed to show the validity of the new methodology.