Abstract
Feature analysis for classification is based on the discriminatory power of features. In previous research, we have presented a metric for measuring the non-parametric discriminatory power of features called Relative Feature Importance (RFI). RFI has been shown to correctly rank features for a variety of artificial data sets. In this re-search, we validate RFI on natural data, using a multi-class natural data set.