E-mail: nizomaddin@navoiy-uni.uz

E-mail: nizomaddin@navoiy-uni.uz 
ORCID: 0000-0002-6213-3015
2
Xusainova Zilola Yuldashevna -Teacher of the Department of Computer Linguistics 
and Digital Technologies of Tashkent State University of Uzbek Language and 
Literature named after Alisher Navoi.
E-mail: xusainovazilola@navoiy-uni.uz 
ORCID: 0000-0003-4357-7515
For reference: Elov B., Xudayberganov, N., Husainova, Z. 2022. “Using the bag 
of words algorithm in natural language processing”. Uzbekistan: language and 
Culture. 
Applied philology.
2 (5): 35-50.

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Botir ELOV, Nizomaddin XUDAYBERGANOV, Zilola XUSAINOVA 
Yan, D., Li, K., Gu, S., & Yang, L. (2020). Network-Based Bag-of-Words 
Model for Text Classification. IEEE Access, 8. https://doi.
org/10.1109/ACCESS.2020.2991074
Qiu, D., Jiang, H., & Chen, S. (2020). Fuzzy information retrieval based on 
continuous bag-of-words model. Symmetry, 12(2). https://
doi.org/10.3390/sym12020225
Elov, B.B., Hamraeva, Sh., Axmedova, X., Methods for creating a 
morphological analyze // 14th International Conference on 
Intellegent Human Computer Interaction. 19-23 October 
2022, Tashkent.
Elov, B.B. N-gramm til modellari vositasida o‘zbek tilida matn generatsiya 
qilish // Kompyuter lingvistikasi: muammolar, yechim va 
istiqbollar / Xalqaro ilmiy-amaliy konferensiya to‘plami. 
Elektron nashr / ebook. – Toshkent: 2022.
Yadav, A. K., & Borgohain, S. K. (2015). Sentence generation from a bag 
of words using N-gram model. Proceedings of 2014 IEEE 
International Conference on Advanced Communication, 
Control and Computing Technologies, ICACCCT 2014. https://
doi.org/10.1109/ICACCCT.2014.7019414 
Stecanella, B. (2019). What is TF IDF? MonkeyLearn.
Zhu, Z., Liang, J., Li, D., Yu, H., & Liu, G. (2019). Hot Topic Detection Based 
on a Refined TF-IDF Algorithm. IEEE Access, 7. https://doi.
org/10.1109/ACCESS.2019.2893980 
Pietro, M. di. (2020). Text Classification with NLP: Tf-Idf vs Word2Vec vs 
BERT. Medium.
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