Ensemble Classifier for Solving Credit Scoring ProblemsReportar como inadecuado




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1 Wroclaw University of Technology

Abstract : The goal of this paper is to propose an ensemble classification method for the credit assignment problem. The idea of the proposed method is based on switching class labels techniques. An application of such techniques allows solving two typical data mining problems: a predicament of imbalanced dataset, and an issue of asymmetric cost matrix. The performance of the proposed solution is evaluated on German Credits dataset.

Keywords : credit scoring ensemble classifier imbalanced data cost-sensitive learning





Autor: Maciej Zięba - Jerzy Świątek -

Fuente: https://hal.archives-ouvertes.fr/



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