Items related to Application of AI in Credit Scoring Modeling

Application of AI in Credit Scoring Modeling - Softcover

Popovych, Bohdan

 
9783658401818: Application of AI in Credit Scoring Modeling

Synopsis

The scope of this study is to investigate the capability of AI methods to accurately detect and predict credit risks based on retail borrowers' features. The comparison of logistic regression, decision tree, and random forest showed that machine learning methods are able to predict credit defaults of individuals more accurately than the logit model. Furthermore, it was demonstrated how random forest and decision tree models were more sensitive in detecting default borrowers.

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