Following this view, we can directly incorporate unlabeled data into our hybrid model by maximizing the discriminant functions g of our hybrid model in the same way as for a mixture model as explained above.
we maximize the following objective function for estimating the model parameters Θ for generative models of unlabeled data: where p(Θ) is a prior probability distribution of Θ.