Just so you know, there are really powerful "classical statistics" classifier models! Like ordered or multinomial logit/probit which you can incorporate latent classes into, etc. Reference book for those is here[1]

[1] http://pages.stern.nyu.edu/~wgreene/DiscreteChoice/Readings/...