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Prediction of Consumer Credit Risk Via Machine Learning Algorithm
thesis
posted on 2022-12-12, 12:11authored byAnnur Syafiqah Riff
This thesis includes research on the development of a credit score model for assessing creditworthiness. The work focused primarily on the issue of imbalanced class credit datasets, which can have a negative impact on the performance of the credit score model. In an effort to address the issue, this study attempted to create an optimized ensemble model that combines the resampling technique, ensemble classifier, and dynamic threshold. In addition, the technique for interpreting the prediction output was explored.
History
Campus location
Malaysia
Principal supervisor
Soon Lay Ki
Additional supervisor 1
Rajendran Parthiban
Additional supervisor 2
Jin Zhe
Year of Award
2022
Department, School or Centre
School of Information Technology (Monash University Malaysia)