Deep Convolutional Networks for Supervised Morpheme Segmentation of Russian Language

Publication type: Book Chapter
Publication date: 2018-09-26
Springer Nature
scimago Q4
SJR: 0.182
CiteScore: 1.1
Impact factor: —
ISSN: 18650929, 18650937
Abstract
The present paper addresses the task of morphological segmentation for Russian language. We show that deep convolutional neural networks solve this problem with F1-score of 98% over morpheme boundaries and beat existing non-neural approaches.
Found 
Found 
4 citations
Morozov Dmitry
🤝
PhD in Engineering
26 publications,  65 citations
h-index: 4
Novosibirsk State University
Novosibirsk State University
Research interests
Computational Linguistics
Machine learning
Natural Language Processing (NLP)
1 citation
Orekhov Boris
🥼 🤝
PhD in Letters/Foreign languages and literature
17 publications,  26 citations
h-index: 3
National Research University Higher School of Economics
National Research University Higher School of Economics
Institute of Russian Literature of the Russian Academy of Sciences
Institute of Russian Literature of the Russian Academy of Sciences
Research interests
Applied and Computational Linguistics
Artificial neural networks
Automatic text processing
Computational Linguistics
Corpus linguistics
Cultural studies
Digital humanities
History of science and technology
Inteligencia artificial
Intellectual history
Linguistics
Literary criticism
Machine learning
Natural Language Processing (NLP)
Sociology
The history of ideas
The history of science

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GOST |
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GOST Copy
Sorokin A., Kravtsova A. Deep Convolutional Networks for Supervised Morpheme Segmentation of Russian Language // Communications in Computer and Information Science. 2018. pp. 3-10.
GOST all authors (up to 50) Copy
Sorokin A., Kravtsova A. Deep Convolutional Networks for Supervised Morpheme Segmentation of Russian Language // Communications in Computer and Information Science. 2018. pp. 3-10.
RIS |
Cite this
RIS Copy
TY - GENERIC
DO - 10.1007/978-3-030-01204-5_1
UR - https://doi.org/10.1007/978-3-030-01204-5_1
TI - Deep Convolutional Networks for Supervised Morpheme Segmentation of Russian Language
T2 - Communications in Computer and Information Science
AU - Sorokin, Alexey
AU - Kravtsova, Anastasia
PY - 2018
DA - 2018/09/26
PB - Springer Nature
SP - 3-10
SN - 1865-0929
SN - 1865-0937
ER -
BibTex
Cite this
BibTex (up to 50 authors) Copy
@incollection{2018_Sorokin,
author = {Alexey Sorokin and Anastasia Kravtsova},
title = {Deep Convolutional Networks for Supervised Morpheme Segmentation of Russian Language},
publisher = {Springer Nature},
year = {2018},
pages = {3--10},
month = {sep}
}