of parsimonious models. Current wisdom suggests the Bayesian information criterion (BIC) for mixture model selection …. However, the BIC has well-known limitations, including a tendency to overestimate the number of components as well as a … this paper, a LASSO-penalized BIC (LPBIC) is introduced to overcome this problem. This approach is illustrated based on …