@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix skos: <http://www.w3.org/2004/02/skos/core#> .
@prefix dc: <http://purl.org/dc/terms/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix ltk: <http://data.loterre.fr/ark:/67375/LTK> .

<http://data.loterre.fr/ark:/67375/8LP> a owl:Ontology, skos:ConceptScheme .
<http://data.loterre.fr/ark:/67375/8LP-FZXXSFHX-G>
  skos:prefLabel "neural networks model"@en, "modèle de réseaux de neurones"@fr ;
  a skos:Concept ;
  skos:narrower <http://data.loterre.fr/ark:/67375/8LP-MCCM85J1-B> .

<http://data.loterre.fr/ark:/67375/8LP-MCCM85J1-B>
  skos:broader <http://data.loterre.fr/ark:/67375/8LP-FZXXSFHX-G> ;
  skos:inScheme <http://data.loterre.fr/ark:/67375/8LP> ;
  skos:example "Node2vec obtient un tout petit avantage par rapport à GraphWave l'autre méthode de plongement de noeuds. (Cécillon, Dufour & Labatut, 2021)"@fr, "In contrast Node2vec does not lead to significant improvement in TWITTER-US presumably because the sampling procedure of node2vec does not allow to detect homophily with sufficient clarity. (Fornaciari & Hovy, 2019)"@en, "A tentative explanation is that directly inputting the text of the cited articles adds noisy information that confuses rather than helps the model in the task while a \"fuzzier\" representation of the articles gives a broader information about articles (Node2Vec embeds the topological position of articles in Civil Code of Quebec) without forcing the model to combine the legal terminology of the law and the text input of the decisions. (Salaün, Langlais & Benyekhlef, 2021)"@en, "When looking at the results for contextual embeddings we can see several instances where the concatenation with node2vec proves to be beneficial. (El Boukkouri, Ferret, Lavergne & Zweigenbaum, 2022)"@en ;
  skos:definition "An algorithmic framework for learning continuous feature representations for nodes in networks. (Grover & Leskovec, 2016)"@en, "« Algorithme pour l'apprentissage de représentations de caractéristiques continues pour les nœuds dans les réseaux ». (Grover & Leskovec, 2016)"@fr ;
  dc:modified "2024-05-03T08:28:27"^^xsd:dateTime ;
  skos:hiddenLabel "Node2vec"@en, "Node2vec"@fr, "Node2Vec"@fr, "Node2Vec"@en ;
  a skos:Concept ;
  skos:exactMatch ltk:-HW4L5295-R ;
  skos:prefLabel "node2vec"@en, "node2vec"@fr .