This approach bears some similarity to the adaptation methods standard for the setting where labelled data is available for both domains (Chelba and Acero, 2004;Daumé and Marcu, 2006).
instead of ensuring that the classifier parameters are similar across domains, we favor models resulting in similar marginal distributions of latent variables.