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The spline\ncoefficients and the covariates are modelled as a multivariate\nGaussian mixture model, where the number of mixtures\ncorresponds to the number of clusters. The parameters of the\nmodel are estimated by maximizing the observed mixture\nlikelihood via an EM algorithm (Arnqvist and Sjöstedt de Luna,\n2019) . 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