To estimate Γ (t+1) , namely procedure 4.2 in Figure 1, we employ the derivatives with respect to γ i and γ j shown in Equation 6, which are the parameters of the discriminative and generative models, respectively.
we obtain the following derivatives with respect to γ i : The first and second terms are constant during iterative procedure 4 in our optimization algorithm shown in Figure 1.