In LDA, the expectation-maximization algorithm cannot be used to estimate the parameters, since the computation of the posterior distribution of latent variables is intractable.
a wide variety of techniques using the variational method and Gibbs sampling, have been proposed to estimate the parameters (Blei et al., 2003;Griffiths and Steyvers, 2004).