High-dimensional datasets arise across disciplines from genomics and neuroimaging to finance and social science. As the number of variables grows, statistical inference and predictive modelling become ...
Model-based clustering formulates the identification of groups within data as the estimation of parameters in a probabilistic mixture model. In high-dimensional settings, where the number of variables ...