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Dynamic weighted ensemble classification for credit scoring using Markov Chain

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References

1997A Markov Model for the Term Structure of Credit Risk Spreads1,476 cited
2015Benchmarking state-of-the-art classification algorithms for credit scoring: An update of research1,277 cited
1997Statistical Classification Methods in Consumer Credit Scoring: A Review1,039 cited
2008The comparisons of data mining techniques for the predictive accuracy of probability of default of credit card clients881 cited
2002Credit Scoring and Its Applications669 cited
2007Recent developments in consumer credit risk assessment472 cited
2011Machine Learning in Financial Crisis Prediction: A Survey325 cited
2012An empirical comparison of conventional techniques, neural networks and the three stage hybrid Adaptive Neuro Fuzzy Inference System (ANFIS) model for credit scoring analysis: The case of Turkish credit card data241 cited
2015Financial credit risk assessment: a recent review234 cited
2016Classifiers consensus system approach for credit scoring202 cited
2009Credit rating by hybrid machine learning techniques177 cited
2016Dynamic financial distress prediction with concept drift based on time weighting combined with Adaboost support vector machine ensemble173 cited
2007Neural nets versus conventional techniques in credit scoring in Egyptian banking168 cited
2016Ensemble classification based on supervised clustering for credit scoring

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160 cited

2012Financial distress prediction using support vector machines: Ensemble vs. individual153 cited

2013Improving experimental studies about ensembles of classifiers for bankruptcy prediction and credit scoring150 cited

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2020Machine learning predictivity applied to consumer creditworthiness39 cited
2022Deep learning meets decision trees: An application of a heterogeneous deep forest approach in credit scoring for online consumer lending18 cited
2020Forecasting Financial Distress With Machine Learning – A Review15 cited
2023CATE: Contrastive augmentation and tree-enhanced embedding for credit scoring13 cited