Open access Jurnal SINTA 1
Application of machine learning methods to analysis and evaluation of distance education
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 15 No. 2 (2025)
- ISSN
- 2722-2578, 2088-8708
- Published
- 2025-04-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
In recent decades, distance learning has become an essential component of the modern educational system, providing students with flexibility and access to knowledge regardless of location. This paper discusses creating a hybrid machine-learning model for assessing the quality of distance learning based on survey data. The model combines two feature extraction methods: Term frequency-inverse document frequency (TF-IDF) and Word2Vec. Combining these methods allows for a more complete and accurate representation of text data, improving the quality of machine learning models. The study aims to develop and evaluate the effectiveness of the proposed hybrid model for analyzing survey data and assessing the quality of distance learning. The paper considers the tasks of collecting and preprocessing text data, experimentally comparing various feature extraction methods and their combinations, training and evaluating a machine learning model based on a combination of TF-IDF and Word2Vec features, as well as analyzing the results and assessing the effectiveness of the proposed model using various metrics. In conclusion, the prospects for further development and application of the proposed model in educational institutions to improve the quality of distance learning are discussed.
Collaboration network of the authors
26 authors · 97 co-authorship links · 47 across different organisations
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- L. N. Gumilyov Eurasian National University
- Astana Medical University
- National Academy of Education named after Y. Altynsarin
- Caspian University
- Abylkas Saginov Karaganda Technical University
- M. Kh Dulati Taraz State University
- Khalel Dosmukhamedov Atyrau University
- Other organisations
- Affiliation unknown
- Different organisations
- Same organisation
- Affiliation unknown
- Thicker line = more joint articles · bigger circle = more articles
Show as table
| Co-author | Organisation | Joint articles |
|---|---|---|
| Makpal Zhartybayeva | L. N. Gumilyov Eurasian National University | 2 |
| Sadvakassov Arman Ashatuly | L. N. Gumilyov Eurasian National University | 2 |
| Zhanar Lamasheva | L. N. Gumilyov Eurasian National University | 2 |
| Kerimkhulle Seyit Yesilbayuly | Affiliation unknown | 2 |
| Oralkhanov Berdibek Oralkhanuly | L. N. Gumilyov Eurasian National University | 2 |
| Ayagoz Mukhanova | L. N. Gumilyov Eurasian National University | 1 |
| Valentina E. Makhatova | Khalel Dosmukhamedov Atyrau University | 1 |
| Madiyar Baitemirov | L. N. Gumilyov Eurasian National University | 1 |
| Tleugaisha Ospanova | L. N. Gumilyov Eurasian National University | 1 |
| Azamat Amirov | Abylkas Saginov Karaganda Technical University | 1 |
| Bolat Tassuov | M. Kh Dulati Taraz State University | 1 |
| Assemgul Kaipova | Astana Medical University | 1 |
| Ainur Orazayeva | L. N. Gumilyov Eurasian National University | 1 |
| Jamalbek Tussupov | L. N. Gumilyov Eurasian National University | 1 |
| Gulmira Shangytbayeva | Aktobe Regional State University named after K.Zhubanov | 1 |
| Assem Galymova | Affiliation unknown | 1 |
| Ulzhalgas Zhunissova | Astana Medical University | 1 |
| Aliya S. Tergeussizova | Almaty University of Power Engineering and Telecommunications | 1 |
| Arailym Tleubayeva | Astana IT University | 1 |
Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.