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benedekrozemberczki / karateclub

Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)
https://karateclub.readthedocs.io
GNU General Public License v3.0
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A small mistake in the document about the introductions of Graph2Vec and GL2Vec #126

Closed Hipkevin closed 1 year ago

Hipkevin commented 1 year ago

The introductions of Graph2Vec(at the last) and GL2Vec are almost same in this page. I think those are about GL2Vec, cuz the main idea of Graph2Vec is similar to doc2vec.

Here's a sentence from the source paper(page 4, Figure 1), may it be useful: ''' Given a graph G, it samples c rooted subgraphs around different nodes that occur in G and uses them analogous to doc2vec’s context words and thus learns G’s representation. '''

Thanks for your projects, helped me a lot!

benedekrozemberczki commented 1 year ago

No. It is correct - see : "First, the algorithm creates the line graph of each graph in the graph dataset." This is the main difference between these two algos. Have a nice day!