Syntactic Tree Kernel (STK), also known as a subset tree kernel (Collins and Duffy, 2002), maps objects in the space of all possible tree fragments constrained by the rule that the sibling nodes from their parents cannot be separated.
substructures are composed by atomic building blocks corresponding to nodes along with all of their direct children.