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The Spectral Underpinning of word2vec

Word2vec introduced by Mikolov et al. is a word embedding method that is widely used in natural language processing. Despite its success and frequent use, a strong theoretical justification is still lacking. The main contribution of our paper is to propose a rigorous analysis of the highly nonlinear...

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Detalles Bibliográficos
Autores principales: Jaffe, Ariel, Kluger, Yuval, Lindenbaum, Ofir, Patsenker, Jonathan, Peterfreund, Erez, Steinerberger, Stefan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8425479/
https://www.ncbi.nlm.nih.gov/pubmed/34504892
http://dx.doi.org/10.3389/fams.2020.593406