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A data driven ensemble classifier for credit scoring analysis · Study

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ArticleA data driven ensemble classifier for credit scoring analysis

Nan‐Chen Hsieh2009

Article2009

A data driven ensemble classifier for credit scoring analysis

Nan‐Chen Hsieh · Lun‐Ping Hung

161 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

1968FINANCIAL RATIOS, DISCRIMINANT ANALYSIS AND THE PREDICTION OF CORPORATE BANKRUPTCY 1992Managerial Applications of Neural Networks: The Case of Bank Failure Predictions 1994Corporate distress diagnosis: Comparisons using linear discriminant analysis and neural networks (the Italian experience)2000Neural network credit scoring models 2006Credit scoring with a data mining approach based on support vector machines 2000A survey of credit and behavioural scoring: forecasting financial risk of lending to consumers 1992Neural Networks: A New Tool for Predicting Thrift Failures*1996A comparison of neural networks and linear scoring models in the credit union environment

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2016A new hybrid ensemble credit scoring model based on classifiers consensus system approach 2020A Comparative Performance Assessment of Ensemble Learning for Credit Scoring 2014Selection of Support Vector Machines based classifiers for credit risk domain 2018Dynamic ensemble classification for credit scoring using soft probability 2015Enhancing accuracy and interpretability of ensemble strategies in credit risk assessment. A correlated-adjusted decision forest proposal

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2011CREDIT SCORING, STATISTICAL TECHNIQUES AND EVALUATION CRITERIA: A REVIEW OF THE LITERATUREarticle · 9 shared references 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 · 8 shared references 2011A hybrid approach to integrate genetic algorithm into dual scoring model in enhancing the performance of credit scoring modelarticle · 8 shared references 2016Financial distress prediction using the hybrid associative memory with translationarticle · 8 shared references 2009A Data Driven Ensemble Classifier for Credit Scoring Analysisother · 8 shared references 2010Bankruptcy forecasting: A hybrid approach using Fuzzy c-means clustering and Multivariate Adaptive Regression Splines (MARS)article · 7 shared references

Details

Year2009

Typearticle

Published2009-05-29

VenueExpert Systems with Applications

ISSN-L0957-4174

Languageen

Citations161

Files0 public / 0

ShelfFinancial Distress and Bankruptcy Prediction

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doi10.1016/j.eswa.2009.05.059

openalex_workW1973704036

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2019A dynamic credit risk assessment model with data mining techniques: evidence from Iranian banks

2011An Artificial Neural Network Approach for Credit Risk Management

2014Credit rating with a monotonicity-constrained support vector machine model