Selection of variables defined on the hypersphere

Abstract

We discuss the identification of a mixture of Watson distributions defined on the hypersphere using the dynamic clusters algorithm and the EM algo- rithm (Estimation-Maximization). The identification of this mixture allows us to obtain homogeneous groups of variables and provides an useful contri- bution to the selection of variables. Then, we compare these algorithms by a simulation study and with real data.