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Profit-based credit scoring based on robust optimization and feature selection

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2015Benchmarking state-of-the-art classification algorithms for credit scoring: An update of research1,277 cited
2002Credit Scoring and Its Applications669 cited
2006Defection Detection: Measuring and Understanding the Predictive Accuracy of Customer Churn Models574 cited
2011New insights into churn prediction in the telecommunication sector: A profit driven data mining approach460 cited
2014Development and application of consumer credit scoring models using profit-based classification measures179 cited
2012A Novel Profit Maximizing Metric for Measuring Classification Performance of Customer Churn Prediction Models177 cited
2013Social network analysis for customer churn prediction164 cited
2020Profit Driven Decision Trees for Churn Prediction130 cited
2017Integrated framework for profit-based feature selection and SVM classification in credit scoring111 cited
2017Profit maximizing logistic model for customer churn prediction using genetic algorithms106 cited
2015Profit-based feature selection using support vector machines – General framework and an application for customer retention78 cited
2005Linear and non-linear credit scoring by combining logistic regression and support vector machines62 cited
2012Analytics in a Big Data World43 cited

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2022

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What should lenders be more concerned about? Developing a profit-driven loan default prediction model

38 cited

2021Credit Decision Support Based on Real Set of Cash Loans Using Integrated Machine Learning Algorithms35 cited

2020Financial Distress Prediction and Feature Selection in Multiple Periods by Lassoing Unconstrained Distributed Lag Non-linear Models34 cited

2022Optimal cost-sensitive credit scoring using a new hybrid performance metric33 cited

2021Feature selection in credit risk modeling: an international evidence32 cited

2024Credit scoring using multi-task Siamese neural network for improving prediction performance and stability30 cited

2021Incorporating multilevel macroeconomic variables into credit scoring for online consumer lending29 cited

2023Profit- and risk-driven credit scoring under parameter uncertainty: A multiobjective approach28 cited

2024A hierarchical attention-based feature selection and fusion method for credit risk assessment20 cited