We applied the BSVM model to the stellar spectral subclass classification problems.

BSVM model can infer the model parameters automatically, i.e., it is data-driven.

We provided the optimal hyper-parameters α and β for BSVM model.

We investigated different normalization methods and the best one has been suggested.

BSVM model owns favorable adaptability and provides good prediction performance.