no code implementations • 25 May 2021 • Robin Brochier, Frédéric Béchet
Wikipedia, the largest open-collaborative online encyclopedia, is a corpus of documents bound together by internal hyperlinks.
1 code implementation • 7 Apr 2020 • Robin Brochier, Antoine Gourru, Adrien Guille, Julien Velcin
In this direction, document network embedding methods seem to be an ideal choice for building representations of the scientific literature.
1 code implementation • 10 Jan 2020 • Robin Brochier, Adrien Guille, Julien Velcin
We train these word and topic vectors through our general model, Inductive Document Network Embedding (IDNE), by leveraging the connections in the document network.
no code implementations • 28 Feb 2019 • Robin Brochier, Adrien Guille, Julien Velcin
In this extended abstract, we present an algorithm that learns a similarity measure between documents from the network topology of a structured corpus.
no code implementations • 28 Feb 2019 • Robin Brochier
The scientific literature is a large information network linking various actors (laboratories, companies, institutions, etc.).
1 code implementation • 28 Feb 2019 • Robin Brochier, Adrien Guille, Julien Velcin
Even though SGNS better handles non co-occurrence than GloVe, it has a worse time-complexity.