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Hybrid mining approach in the design of credit scoring models · Study

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ArticleHybrid mining approach in the design of credit scoring models

N.C. Hsieh2005

Article2005

Hybrid mining approach in the design of credit scoring models

196 citations·0/0 files stored·Expert Systems with Applications

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Financial Distress and Bankruptcy Prediction Data Mining and Machine Learning Applications Imbalanced Data Classification Techniques

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References

1992Managerial Applications of Neural Networks: The Case of Bank Failure Predictions 2000Neural network credit scoring models 2000A survey of credit and behavioural scoring: forecasting financial risk of lending to consumers 1999Artificial neural networks in bankruptcy prediction: General framework and cross-validation analysis 1996A comparison of neural networks and linear scoring models in the credit union environment 2002Credit scoring using the hybrid neural discriminant technique 2003Evaluating consumer loans using neural networks 2004An integrated data mining and behavioral scoring model for analyzing bank customers

Cited by

2009Credit rating by hybrid machine learning techniques 2019Application of new deep genetic cascade ensemble of SVM classifiers to predict the Australian credit scoring 2011Combining cluster analysis with classifier ensembles to predict financial distress 2010Bankruptcy forecasting: A hybrid approach using Fuzzy c-means clustering and Multivariate Adaptive Regression Splines (MARS)2010Vertical bagging decision trees model for credit scoring

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Papers that cite the same references — the relational fallback while embeddings are still backfilling.

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 dataarticle · 7 shared references 2005The evaluation of consumer loans using support vector machinesarticle · 7 shared references 2011A hybrid approach to integrate genetic algorithm into dual scoring model in enhancing the performance of credit scoring modelarticle · 7 shared references 2003Managing loan customers using misclassification patterns of credit scoring modelarticle · 7 shared references 2016Predicting creditworthiness in retail banking with limited scoring dataarticle · 6 shared references 2010A hybrid neural network approach for credit scoringarticle · 6 shared references

Details

Year2005

Typearticle

Published2005-01-13

VenueExpert Systems with Applications

ISSN-L0957-4174

Languageen

Citations196

Files0 public / 0

ShelfFinancial Distress and Bankruptcy Prediction

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doi10.1016/j.eswa.2004.12.022

openalex_workW2059693241

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2009A data driven ensemble classifier for credit scoring analysis

2008Consumer credit scoring models with limited data

2008Mining the customer credit using hybrid support vector machine technique