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Published 20 hours ago • verified publisher icon williamleif

Some problem of evaluating on new test data

Open pectinid16 opened this issue 7 years ago • 3 comments

Hi, does this model can be used to unseen nodes if we don't know adj_info of these nodes? That's mean, we only know the features of these nodes.

pectinid16 avatar Mar 14 '18 08:03 pectinid16

It won't work out-of-the-box. If we do not know the connectivity of new nodes, the network won't know how to propagate information from it's neighborhood. But I think if in your dataset, features of nodes are related to its connectivity, maybe you can predict potential neighborhood and then use GraphSAGE on the predicted neighborhood.

RexYing avatar Mar 15 '18 23:03 RexYing

Can GraphSAGE represent the new graph that is not connected with the trained graph? @RexYing

Tomposon avatar Jul 21 '18 07:07 Tomposon

What do you mean about the adj_info. Does it include the neighborhoods and features of neighborhoods?

zeyuid avatar Jan 13 '20 15:01 zeyuid