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Loan Default Prediction with Machine Learning Techniques

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References

2018Study on a prediction of P2P network loan default based on the machine learning LightGBM and XGboost algorithms according to different high dimensional data cleaning444 cited
2006Application of support vector machines to corporate credit rating prediction205 cited
2013Consumer credit risk: Individual probability estimates using machine learning196 cited
2018Predicting mortgage default using convolutional neural networks181 cited
2011A corporate credit rating model using multi-class support vector machines with an ordinal pairwise partitioning approach165 cited
2015Predicting Credit Risk in Peer-to-Peer Lending: A Neural Network Approach152 cited
2013Comparing the learning effectiveness of BP, ELM, I-ELM, and SVM for corporate credit ratings132 cited
2019Machine learning models for credit analysis improvements: Predicting low-income families’ default52 cited

Cited by

2025Data-Driven Loan Default Prediction: A Machine Learning Approach for Enhancing Business Process Management36 cited
2022A review of Artificial Intelligence approach for credit risk assessment20 cited

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