Concepedia

Using partial least squares and support vector machines for bankruptcy prediction

Zijiang Yang, Wenjie You, Guoli Ji

Expert Systems with Applications · 2011 · 101 citations · 22 references

Concepts

BusinessFinanceRisk ManagementForecastingMachine LearningPredictive AnalyticsBankruptcyBankruptcy RiskCredit RiskFinancial ForecastingFinancial RiskSupport Vector MachinesBankruptcy PredictionBankruptcy Prediction ModelsCredit Risk Machine Learning ModelsPartial Least Squares RegressionSupport Vector ClassificationSupport Vector RegressionSupport Vector Regression Surrogates

References

22

Statistical Learning Theory

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

Computing, Computer Science, Machine Learning +12

The Nature of Statistical Learning Theory

Stephan R. Sain, Vladimir Vapnik · Technometrics · 1996 · 4.1K citations

Computing, Computer Science, Mathematics +11

An Introduction to Support Vector Machines and Other Kernel‐based Learning Methods

Kybernetes · 2001 · 3.3K citations

Computing, Computer Science, Data Science +14

The Collinearity Problem in Linear Regression. The Partial Least Squares (PLS) Approach to Generalized Inverses

Svante Wold, Axel Ruhe, Herman Wold et al. · SIAM Journal on Scientific and Statistical Computing · 1984 · 2.5K citations

Pharmacy, Biochemistry, Biomolecular Modeling +12

Bankruptcy prediction using support vector machine with optimal choice of kernel function parameters

Young‐Chan Lee · Expert Systems with Applications · 2005 · 869 citations

Business, Business Analytics, Finance +17