One problem when using the SVM Tree kernel as relational classifier is that it allows only for binary classification so that we need to train several binary networks in a one-vs-all paradigm (see also<cite> (Rahman and Ng, 2011)</cite> ), which will not be able to use the multiclass dependencies of the relational features to optimum effect.