1: We employ coordinate ascent (CA) approach alternatively optimizing latent factor variables u i , v j , s k=1,2,...,K m and the simplex variables θ j as topic proportions.
the following update rules in CA are obtained by setting the derivative of L with respect to u i , v j , and s k=1,2,...,K m to zero.