Syntactic Tree Kernel (K1), 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 cannot be separated from their parents.
substructures are composed of atomic building blocks corresponding to nodes, along with all of their direct children.