Capturing patterns via parsimonious t mixture models

Parsimonious mixtures of multivariate t -factor analyzers are used for robust clustering of high-dimensional data. Sixteen parsimonious mixtures of t -factor analyzers are utilized and the AECM algorithm is used for parameter estimation. Application to compact facial representation is illustrated.