Research output: Contribution to journal › Conference article › peer-review
Text augmentation for neural networks. / Mosolova, Anna V.; Fomin, Vadim V.; Bondarenko, Ivan Yu.
In: CEUR Workshop Proceedings, Vol. 2268, 2018, p. 104-109.Research output: Contribution to journal › Conference article › peer-review
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TY - JOUR
T1 - Text augmentation for neural networks
AU - Mosolova, Anna V.
AU - Fomin, Vadim V.
AU - Bondarenko, Ivan Yu
N1 - Publisher Copyright: © 2017 CEUR-WS. All rights reserved. Copyright: Copyright 2019 Elsevier B.V., All rights reserved.
PY - 2018
Y1 - 2018
N2 - This study considers the problem of using small text datasets for learning of neural networks. We explore the method used for image and sound datasets that augments data in order to increase the performance of models trained on it. We propose a method for augmenting that is based on synonymy.
AB - This study considers the problem of using small text datasets for learning of neural networks. We explore the method used for image and sound datasets that augments data in order to increase the performance of models trained on it. We propose a method for augmenting that is based on synonymy.
KW - Neural networks
KW - NLP
KW - Small datasets
KW - Synonymy
UR - http://www.scopus.com/inward/record.url?scp=85058949446&partnerID=8YFLogxK
M3 - Conference article
AN - SCOPUS:85058949446
VL - 2268
SP - 104
EP - 109
JO - CEUR Workshop Proceedings
JF - CEUR Workshop Proceedings
SN - 1613-0073
T2 - 7th International Conference on Analysis of Images, Social Networks and Texts - Supplementary, AIST-SUP 2018
Y2 - 5 July 2018 through 7 July 2018
ER -
ID: 27547094