Predict - Full PLS regression 1st algo

The PLS approach is linear but more efficient. The description of this method is given in wikipedia:

http://en.wikipedia.org/wiki/Partial_least_squares_regression

The result is better than the classical linear regression approach.
RMSE=0.13347