Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
that are well sampled should provide better prediction for new observations when the predictors are highly correlated. PLS is highly correlated with another algorithm specialized in decomposing data, namely Principal Components (PC). In fact, PC is an integral part of the PLS regression. The true