This article is devoted to the analysis of existing methods and algorithms forautomatic classification of text data, in which the theoretical foundations and practicalapplications of machine learning algorithms such as Decision Tree (DT), Random Forest (RF),Naive Bayes (NB) and Passive Aggressive (PA) are described. The results of the study showed theimportance of choosing the optimal algorithm depending on the type, volume and sources of data.In addition, the work also covers the stages of text pre-processing, which can have a significantimpact on the final result.
| Mualliflar | Ниёзматова Н.А, Маматов Н.С, Турғунова Н.М. |
|---|---|
| Jurnal | Management and Economics Scientific Research Journal |
| Nashriyot | Тошкент менежмент ва иқтисодиёт институти |
| Nashr sanasi | 2025-04-18 |
| Jild | 2 |
| Son | 2 |
| Betlar | 172-174 |
| Til | O‘zbek |
| Ilmiy soha | Texnika |
| Indeksga qo‘shilgan | 2026-09-10 |
матн таснифи, табиий тилни қайта ишлаш, машинали ўқитиш, Naive Bayes, Decision Tree, Random Forest, Passive Aggressive, таснифлаш алгоритмлари.
| APA | Ниёзматова Н.А, Маматов Н.С, & Турғунова Н.М. (2025). МАТНЛИ МАЪЛУМОТЛАРНИ ТАСНИФЛАШ УСУЛ ВА АЛГОРИТМЛАРИ ТАҲЛИЛИ. Management and Economics Scientific Research Journal, 2(2), 172-174. https://journals.timeedu.uz/index.php/mesr/article/view/378 |
|---|---|
| GOST (OAK) | Ниёзматова Н.А, Маматов Н.С, Турғунова Н.М. МАТНЛИ МАЪЛУМОТЛАРНИ ТАСНИФЛАШ УСУЛ ВА АЛГОРИТМЛАРИ ТАҲЛИЛИ // Management and Economics Scientific Research Journal. – 2025. – T. 2, № 2. – B. 172-174. |
| MLA | Ниёзматова Н.А, Маматов Н.С, and Турғунова Н.М. “МАТНЛИ МАЪЛУМОТЛАРНИ ТАСНИФЛАШ УСУЛ ВА АЛГОРИТМЛАРИ ТАҲЛИЛИ.” Management and Economics Scientific Research Journal, 2(2), 172-174, 2025. https://journals.timeedu.uz/index.php/mesr/article/view/378 |
| Chicago | Ниёзматова Н.А, Маматов Н.С, and Турғунова Н.М. “МАТНЛИ МАЪЛУМОТЛАРНИ ТАСНИФЛАШ УСУЛ ВА АЛГОРИТМЛАРИ ТАҲЛИЛИ.” Management and Economics Scientific Research Journal, 2(2), 172-174 (2025). https://journals.timeedu.uz/index.php/mesr/article/view/378 |
| Harvard | Ниёзматова Н.А, Маматов Н.С, and Турғунова Н.М (2025) ‘МАТНЛИ МАЪЛУМОТЛАРНИ ТАСНИФЛАШ УСУЛ ВА АЛГОРИТМЛАРИ ТАҲЛИЛИ’, Management and Economics Scientific Research Journal, 2(2), 172-174. https://journals.timeedu.uz/index.php/mesr/article/view/378 |
| BibTeX | @article{article2025,
title = {МАТНЛИ МАЪЛУМОТЛАРНИ ТАСНИФЛАШ УСУЛ ВА АЛГОРИТМЛАРИ ТАҲЛИЛИ},
author = {Ниёзматова Н.А and Маматов Н.С and Турғунова Н.М.},
journal = {Management and Economics Scientific Research Journal},
year = {2025},
volume = {2},
number = {2},
pages = {172-174},
url = {https://journals.timeedu.uz/index.php/mesr/article/view/378}
} |
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