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JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, ISSN 1076-9757, 2019, Volume 66, pp. 225 - 242
This paper takes a step towards the theoretical analysis of the relationship between word embeddings and context embeddings in models such as word2vec. We... 
COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), ISSN 0302-9743, 2017, Volume 10635, pp. 157 - 166
Conference Proceeding
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), ISSN 0302-9743, 2017, Volume 10191, pp. 238 - 247
Conference Proceeding
FRONTIERS IN IMMUNOLOGY, ISSN 1664-3224, 06/2019, Volume 10, p. 1353
Journal Article
Hiroshima mathematical journal, ISSN 0018-2079, 03/2010, Volume 40, pp. 115 - 131
Let $\boldsymbol{Y}=\left(Y_1, Y_2,\dots, Y_k\right)'$ be a random vector with multinomial distribution. In this paper we investigate the convergence rate of... 
Journal Article
Hiroshima Mathematical Journal, ISSN 0018-2079, 03/2010, Volume 40, Issue 1, pp. 115 - 131
Let Y = (Y-1, Y-2,..., Y-k)' be a random vector with multinomial distribution. In this paper we investigate the convergence rate of so-called power divergence... 
Powerdivergence statistics | Approximation | Krätzel-Nowak theorem | Chi-square distribution | MATHEMATICS | chi-square distribution | Kratzel-Nowak theorem | power-divergence statistics | 52A20 | 62E20 | 62H10
Journal Article
02/2019
This paper takes a step towards theoretical analysis of the relationship between word embeddings and context embeddings in models such as word2vec. We start... 
Journal Article
02/2018
We propose several ways of reusing subword embeddings and other weights in subword-aware neural language models. The proposed techniques do not benefit a... 
Journal Article
09/2017
Words in some natural languages can have a composite structure. Elements of this structure include the root (that could also be composite), prefixes and... 
Journal Article
12/2019
We show that the skip-gram embedding of any word can be decomposed into two subvectors which roughly correspond to semantic and syntactic roles of the word. 
Computer Science - Computation and Language
Journal Article
09/2019
We critically review the smooth inverse frequency sentence embedding method of Arora, Liang, and Ma (2017), and show inconsistencies in its setup, derivation,... 
Computer Science - Computation and Language
Journal Article
09/2019
We perform an empirical evaluation of several methods of low-rank approximation in the problem of obtaining PMI-based word embeddings. All word vectors were... 
Computer Science - Computation and Language
Journal Article
LREC 2018 - 11th International Conference on Language Resources and Evaluation, 2019, pp. 3834 - 3838
Conference Proceeding
07/2017
Syllabification does not seem to improve word-level RNN language modeling quality when compared to character-based segmentation. However, our best... 
Journal Article
02/2019
We review neural network architectures which were motivated by Fourier series and integrals and which are referred to as Fourier neural networks. These... 
Computer Science - Neural and Evolutionary Computing
Journal Article
International Conference Recent Advances in Natural Language Processing, RANLP, ISSN 1313-8502, 2015, Volume 2015-, pp. 24 - 31
Conference Proceeding
Smart Innovation, Systems and Technologies, ISSN 2190-3018, 2016, Volume 56, pp. 37 - 49
Conference Proceeding
JSEE annual conference international session proceedings, 08/2008, Volume 2008, pp. 76 - 79
With an extension of INTENG ("INT" ernational "ENG" ineering) network system, which has been developed and operated in order to exchange information... 
Journal Article
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