Effects of High-Order Co-occurrences on Word Semantic Similarities

Nous presentons un modele informatique de la construction de la signification des mots par l'exposition aux textes, dans le but de simuler, paragraphe apres paragraphe, les effets des valeurs de cooccurrence sur les similarites semantiques intermots. La similarite est ici consideree comme une association semantique. Les resultats montrent que la similarite entre deux mots M1 et M2 augmente fortement avec leur cooccurrence, diminue avec l'occurrence de M1 sans M2 ou de M2 sans M1, et augmente legerement avec des cooccurrences d'ordre superieur. Operationnaliser la similarite par la frequence de cooccurrence introduit donc probablement un biais : tout d'abord, il existe des cas pour lesquels il existe une similarite sans cooccurrence, et d'autre part, la frequence de cooccurrence surestime la similarite.

• Publication year

  2006

• Venue

  arXiv.org

• Publication date

  2006-11-19

• Fields of study

  Not labeled

• Identifiers
  DOI 10.4000/cpl.471arXiv 0804.0143
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

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