Feature selection based on the approximation of class densities by finite mixtures of special type

摘要

A new method of feature selection based on the approximation of class conditional densities by a mixture of parameterized densities of a special type, suitable especially for multimodal data, is presented. No search procedure is needed when using the proposed method. Its performance is tested both on real simulated data.