Automatiс Recommendation of Video for Online School Lesson Using Neuro-Linguistic Programming

 
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Abstract

The article describes an approach to automating the matching of video materials to text slides in English classes in an online school by vectorizing slide text and video subtitles using the TF-IDF measure and maximizing the cosine similarity measure of these vector representations.

General Information

Keywords: teaching automation, distance learning, text similarity

Journal rubric: Method of Teaching

OpenAlex citations: 1

OpenAlex trends: Educational Technology and Pedagogy, Technology and Human Factors in Education and Health, Information Systems and Technology Applications

Information about the work in OpenAlex

Number of citations: 1

Topics

Educational Technology and Pedagogy

This cluster of papers explores the application of artificial intelligence, machine learning, and deep learning in various aspects of education, including teaching evaluation, online education platforms, multimedia teaching, and physical education. It also delves into the intersection of artificial intelligence with technology such as Internet of Things, cloud computing, and data mining.

Number of works: 46708  |  Total number of citations: 37063

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Technology and Human Factors in Education and Health

This cluster of papers explores the future of personalized medicine in healthcare, focusing on topics such as artificial intelligence, healthcare technology, medical innovation, ergonomics, biomedical signal analysis, digital health, cyber-physical systems, healthcare automation, and clinical decision support. The papers cover a wide range of interdisciplinary research related to advancing personalized medical treatments and technologies.

Number of works: 27270  |  Total number of citations: 81913

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Information Systems and Technology Applications

This cluster of papers focuses on the fundamentals, drivers, and business models of enterprise content management, including topics such as information management, machine learning, predictive modeling, web content management, artificial intelligence, service systems, big data analysis, and digital document management.

Number of works: 16253  |  Total number of citations: 26702

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Work details in OpenAlex

Article type: scientific article

DOI: https://doi.org/10.17759/mda.2020100208

Published

For citation: Smirnov, D.A., Sologub, G.B. (2020). Automatiс Recommendation of Video for Online School Lesson Using Neuro-Linguistic Programming. Modelling and Data Analysis, 10(2), 102–109. (In Russ.). https://doi.org/10.17759/mda.2020100208

© Smirnov D.A., Sologub G.B., 2020

License: CC BY-NC 4.0

References

  1. Daniel Jurafsky, James H. Martin. Speech and Language Processing. An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition. Second Edition. Pearson Education International, 2009. 1024 pp.
  2. Friedl, John. Regulyarnye vyrazheniya = Regular Expressions. Piter, 2001. 352 pp. ISBN 5–318–00056–8.
  3. Jones K.S. A statistical interpretation of term specificity and its application in retrieval. Journal of Documentation. MCB University Press, 2004. Vol. 60, no. 5, pp. 493–502. ISSN 0022–0418.

Information About the Authors

Daniil A. Smirnov, Undergraduate Student of the Institute of Information Technology and Applied Mathematics, Moscow Aviation Institute (National Research University), Moscow, Russian Federation, ORCID: https://orcid.org/0000-0002-7092-2612, e-mail: daniil.smirnov2311@yandex.ru

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

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