Explaining the behavior of joint and marginal Monte Carlo estimators in latent variable models with independence assumptions

Silia Vitoratou, Ioannis Ntzoufras, Irini Moustaki

In latent variable models the parameter estimation can be implemented by using the joint or the marginal likelihood, based on independence or conditional independence assumptions.…