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Comparative analysis of the methods and word2vec GloVe and some conclusions drawn from it

Zakirov Marat Envarovich  (senior developer in the search portal OOO «Sputnik» )

In this paper, we introduce the notion of lexical parameterization with the "zero" and a comparatively considered the two most common methods word2vec [3] and GloVe. [4] In the process of incarnation in the form of practical recommendations were obtained data practices programs, based on pilot experience, backed up by theoretical calculations. Also represented in the statistics and conclusions of the author could explain some obscure properties primarily related to methods of their stability and convergence. This work is a review, the introductory part contains everything you need for the introduction into the problems.

Keywords:pointwise mutual information, shifted pointwise mutual information negative sampling
 

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Citation link:
Zakirov M. E. Comparative analysis of the methods and word2vec GloVe and some conclusions drawn from it // Современная наука: актуальные проблемы теории и практики. Серия: Естественные и Технические Науки. -2016. -№09-10. -С. 36-41
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