The Support Vector Machine is based on the algorithm is given in wikipedia http://en.wikipedia.org/wiki/Support_vector_machine. I use the toolbox SVM KM.
I use a polynomial approach that offer an approaching quality as the linear approach.
RMSE=0.13
