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Modelling and Data Analysis
2023. Vol. 13, no. 2, 64–76
doi:10.17759/mda.2023130203
ISSN: 2219-3758 / 2311-9454 (online)

Problems of Natural Language Classification Using Methods of Classical Machine Learning

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G.B. Sologub, V.A. Pukhov

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Abstract

This article describes the problems of classical machine learning methods in natural language classification. One of these tasks is the classification of structural elements in school essays. On its example, the shortcomings of classical machine learning are considered in comparison with other, more complex algorithms.

General Information

Keywords: text classification, natural language analysis, automation of essay checking

Journal rubric: Data Analysis

Article type: scientific article

DOI: https://doi.org/10.17759/mda.2023130203

Received 21.03.2023

Accepted

Published

For citation: Sologub, G.B., Pukhov, V.A. (2023). Problems of Natural Language Classification Using Methods of Classical Machine Learning. Modelling and Data Analysis, 13(2), 64–76. (In Russ.). https://doi.org/10.17759/mda.2023130203

© Sologub G.B., Pukhov V.A., 2023

License: CC BY-NC 4.0

References

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  3. Alex Sherstinsky Fundamentals of Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) Network // 2020 P. 1-40 DOI:10.1016/j.physd.2019.132306 Available at: https://sciencedirect.com/science/article/abs/pii/S0167278919305974 (In.Russ,)
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Information About the Authors

Gleb B. Sologub, Candidate of Science (Physics and Matematics), Associate Professor of the Department of Mathematical Cybernetics of Institute of Information Technologies and Applied Mathematics, Moscow Aviation Institute (National Research University), Moscow, Russian Federation, ORCID: https://orcid.org/0000-0002-5657-4826, e-mail: glebsologub@ya.ru

Vyacheslav A. Pukhov, Undergraduate Student of the Institute of Information Technology and Applied Mathematics, Moscow Aviation Institute (National Research University), Moscow, Russian Federation, ORCID: https://orcid.org/0000-0002-8078-6386, e-mail: csguard26@gmail.com

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