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Word2vec Skip-Gram Dimensionality Selection via Sequential Normalized Maximum Likelihood

In this paper, we propose a novel information criteria-based approach to select the dimensionality of the word2vec Skip-gram (SG). From the perspective of the probability theory, SG is considered as an implicit probability distribution estimation under the assumption that there exists a true context...

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Detalles Bibliográficos
Autores principales: Hung, Pham Thuc, Yamanishi, Kenji
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8391962/
https://www.ncbi.nlm.nih.gov/pubmed/34441136
http://dx.doi.org/10.3390/e23080997