An additional advantage of MCST-SVM classifiers over the other schemes is that MCST-SVM requires only k − 1 decision nodes for a k-class problem (and a maximum of k − 1 decisions to make a prediction).
only k − 1 SVMs must be trained, thereby reducing training time.