Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
summary, PLS models are a heavy but sound way of analyzing large datasets with many cross-correlated variables. The level of cross-correlation must be seen as an asset, not a limitation. Now, lets move further to another procedure specically designed for creating prediction models. This part will