We propose the idea of using the latent factors of the nearest-neighbors to estimate the unknown parameters in the distribution for a user.
the latent factors of the nearest-neighbors, {u l } l∈kNN(i) , are regarded as a set of pseudo observations to replace the unavailable data, (u (1) i , u (2) i , .