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

Julio López2019

Article2019

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

Julio López · Sebastián Maldonado

39 citations·0/0 files stored·Information Sciences

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Financial Distress and Bankruptcy Prediction Risk and Portfolio Optimization Imbalanced Data Classification Techniques

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References

2015Benchmarking state-of-the-art classification algorithms for credit scoring: An update of research 2002Credit Scoring and Its Applications 2006Defection Detection: Measuring and Understanding the Predictive Accuracy of Customer Churn Models 2011New insights into churn prediction in the telecommunication sector: A profit driven data mining approach 2014Development and application of consumer credit scoring models using profit-based classification measures 2012A Novel Profit Maximizing Metric for Measuring Classification Performance of Customer Churn Prediction Models 2013Social network analysis for customer churn prediction 2020Profit Driven Decision Trees for Churn Prediction

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2022What should lenders be more concerned about? Developing a profit-driven loan default prediction model 2021Credit Decision Support Based on Real Set of Cash Loans Using Integrated Machine Learning Algorithms 2020Financial Distress Prediction and Feature Selection in Multiple Periods by Lassoing Unconstrained Distributed Lag Non-linear Models 2022Optimal cost-sensitive credit scoring using a new hybrid performance metric

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Details

Year2019

Typearticle

Published2019-06-01

VenueInformation Sciences

ISSN-L0020-0255

Languageen

Citations39

Files0 public / 0

ShelfFinancial Distress and Bankruptcy Prediction

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doi10.1016/j.ins.2019.05.093

openalex_workW2946974829

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2021

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

2021Incorporating multilevel macroeconomic variables into credit scoring for online consumer lending

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