Keywords: Robust identification; Outliers; t-Distribution; Laplace distribution; Mixture of Gaussian distribution; Flat-topped distribution; Bayesian methods; EM algorithm; Variational Bayesian approach; Expectation Propagation; Monte Carlo methods; ARX models;