Concepedia

Cost-based feature selection for Support Vector Machines: An application in credit scoring

Sebastián Maldonado, Juan Pérez, Cristián Bravo

European Journal of Operational Research · 2017 · 152 citations · 25 references

Open access

Concepts

ComputingBusiness AnalyticsData ScienceData MiningDecision Support SystemsMachine LearningCredit RiskCredit Risk AssessmentCredit ScoringFeature SelectionKernel MethodsSupport Vector MachinesCost-sensitive Support Vector MachinesCredit Risk Feature SelectionCredit Risk Machine Learning ModelsCredit Score ModelingCredit Scorecard ModelingMachine Learning Credit ScoringSupport Vector Classification

References

25

SMOTE: Synthetic Minority Over-sampling Technique

Nitesh V. Chawla, Kevin W. Bowyer, Lawrence Hall et al. · Journal of Artificial Intelligence Research · 2002 · 31.2K citations · Full text

Computing, Computer Science, Data Science +12

Statistical Learning Theory

Yuhai Wu, Vladimir Vapnik · Technometrics · 1999 · 27K citations

Computing, Computer Science, Machine Learning +12

UCI Machine Learning Repository

Arthur Asuncion · Medical Entomology and Zoology · 2007 · 24.4K citations

Computing, Computer Science, Artificial Intelligence +10

Statistical Comparisons of Classifiers over Multiple Data Sets

Janez Demšar · 2006 · 11.2K citations

Computing, Computer Science, Data Science +17

Gene Selection for Cancer Classification using Support Vector Machines

Isabelle Guyon, Jason Weston, S. Barnhill et al. · Machine Learning · 2002 · 9.8K citations · Full text

Computing, Bioinformatics, Biomedical Informatics +12