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A support vector machine approach to credit scoring

6 references·16 citing·41 second hop

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References

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1980Financial Ratios and the Probabilistic Prediction of Bankruptcy6,005 cited
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2001Bankruptcy prediction for credit risk using neural networks: A survey and new results696 cited
2001Financial time series prediction using least squares support vector machines within the evidence framework499 cited
1966The Determination of Long-Term Credit Standing with Financial Ratios407 cited

Cited by

2018Big Data techniques to measure credit banking risk in home equity loans102 cited
2011Credit risk evaluation using a weighted least squares SVM classifier with design of experiment for parameter selection98 cited
2014Credit risk evaluation using multi-criteria optimization classifier with kernel, fuzzification and penalty factors92 cited
2014Credit rating with a monotonicity-constrained support vector machine model89 cited
2010Credit Scoring Models using Soft Computing Methods: A Survey77 cited
2006Credit Risk Analysis Using a Reliability-Based Neural Network Ensemble Model76 cited
2008Credit scoring using support vector machines with direct search for parameters selection73 cited
2019

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Credit Scoring: A Review on Support Vector Machines and Metaheuristic Approaches

66 cited

2021Applying machine learning algorithms to predict default probability in the online credit market: Evidence from China63 cited

2010Credit scorecard based on logistic regression with random coefficients63 cited

2006Credit Risk Evaluation with Least Square Support Vector Machine62 cited

2008Bio-Inspired Credit Risk Analysis54 cited

2008Handbook on Information Technology in Finance53 cited

2018Stationary Mahalanobis kernel SVM for credit risk evaluation49 cited

2012Orthogonal support vector machine for credit scoring45 cited

2010Credit risk evaluation with kernel-based affine subspace nearest points learning method29 cited