Search International and National Patent Collections

1. (WO2017040001) NEURAL NETWORK FOR PROCESSING GRAPH DATA

Pub. No.:    WO/2017/040001    International Application No.:    PCT/US2016/046759
Publication Date: Fri Mar 10 00:59:59 CET 2017 International Filing Date: Sat Aug 13 01:59:59 CEST 2016
IPC: G06F 19/00
G06N 3/02
G06N 99/00
Applicants: GOOGLE LLC
Inventors: RILEY, Patrick F.
BERNDL, Marc
Title: NEURAL NETWORK FOR PROCESSING GRAPH DATA
Abstract:
Methods, systems, and apparatus, including computer programs encoded on computer storage media, for receiving graph data representing an input graph comprising a plurality of vertices connected by edges; generating, from the graph data, vertex input data representing characteristics of each vertex in the input graph and pair input data representing characteristics of pairs of vertices in the input graph; and generating order-invariant features of the input graph using a neural network, wherein the neural network comprises: a first subnetwork configured to generate a first alternative representation of the vertex input data and a first alternative representation of the pair input data from the vertex input data and the pair input data; and a combining layer configured to receive an input alternative representation and to process the input alternative representation to generate the order-invariant features.