Methods of Classification Error Decompositions and their Properties

Abstract

The idea of error decomposition originates in regression where squared loss function is applied. More recently, several authors have proposed corresponding decompositions for classification problem, where 0-1 loss is used. The paper presents the analysis of some properties of recently developed decompositions for 0-1 loss.