Lack of Consistency of Mean Field and Variational Bayes Approximations for State Space Models

It is proved that the mean field approximation is asymptotically consistent when the variances of the noise variables in the system are sufficiently small, but neither themean field estimator nor the variational Bayes estimator is always asymptonically consistent as the ‘sample size’ becomes large.