This problem may be addressed by considering SVM regression (SVM-R) (Smola and Schölkopf, 1998), where class labels are assumed to come from a discretisation of a continuous function that maps the feature space to a metric space.
sVM-R, like the sVM schemes described here, trains on the entire feature set for all the classes in the dataset.