Shift Aggregate Extract Networks

no code implementations • 16 Mar 2017 • Francesco Orsini, Daniele Baracchi, Paolo Frasconi

We introduce an architecture based on deep hierarchical decompositions to learn effective representations of large graphs.

General Classification Graph Classification

Graph Invariant Kernels

no code implementations • Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence (IJCAI 2015) 2015 • Francesco Orsini, Paolo Frasconi, Luc De Raedt

Vertices of the subgraphs are then compared by a kernel that combines the similarity of their labels and the similarity of their structural role, using a suitable vertex invariant.

Graph Classification