Concepedia

Profit-based feature selection using support vector machines – General framework and an application for customer retention

Sebastián Maldonado, Álvaro Flores, Thomas Verbraken, Bart Baesens, Richard W. Weber

Applied Soft Computing · 2015 · 75 citations · 34 references

Open access

Concepts

ComputingMarketingMarketing ManagementData MiningFeature EngineeringPredictive AnalyticsChurn ManagementCustomer RetentionFeature SelectionKernel MethodsRetention AnalyticsSupport Vector MachinesChurn ClassificationCustomer Retention ManagementProfitability-based SegmentationSupport Vector ClassificationSupport Vector Regression

References

34

LIBSVM

Chih-Chung Chang, Chih‐Jen Lin · ACM Transactions on Intelligent Systems and Technology · 2011 · 41.3K citations

Computing, Computer Science, Machine Learning +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

An introduction to ROC analysis

Tom Fawcett · Pattern Recognition Letters · 2005 · 21.3K citations

Computing, Biostatistics, Computer Science +5

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