Out of Sample Performances for different methods to handle high dimensionality:

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Stepwise Regression, Lasso Regularization, Genetic Algorithm (Fake Data) :

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Stepwise Regression, PCA, PLS: 10-fold Cross-Validation (Fake Data) :

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Stepwise Regression, PCA, PLS: Time Series (Real-World Financial Data) :