75 Non-Declaration Measures for Classifier Accuracy

Classifier accuracy may be improved by including an option to withhold label decisions for records likely to be misidentified. In this paper we explore the efficacy of four different information theory based methods to identify such records as non-declaration records. The developed non-declaration methods are applied to an automatic target recognition problem using features drawn from high range resolution profiles generated from synthetic aperture radar data.