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A boosted decision tree approach using Bayesian hyper-parameter optimization for credit scoring

Expert Systems with Applications · 2017 · Vol. 78 · pp. 225–241
Yufei XiaChuanzhe LiuYuying LiNana Liu
Financial Distress and Bankruptcy PredictionImbalanced Data Classification TechniquesCredit Risk and Financial RegulationsComputer scienceGradient boostingBoosting (machine learning)Machine learningDecision treeArtificial intelligenceBayesian optimizationRandom forestFeature selectionHyperparameter optimization
Citations
750
FWCI
114.55
field-weighted impact
References
83
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100%
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Citations per year
References
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Benchmarking state-of-the-art classification algorithms for credit scoring
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Credit scoring with a data mining approach based on support vector machines
Expert Systems with Applications · 2006 · 805 citations
Support-Vector Networks
Machine Learning · 1995 · 32,108 citations
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