МАТНЛИ МАЪЛУМОТЛАРНИ ТАСНИФЛАШДА БЕЛГИЛАРНИ ШАКИЛЛАНТИРИШ УСУЛ ВА АЛГОРИТМЛАРИ

МАТНЛИ МАЪЛУМОТЛАРНИ ТАСНИФЛАШДА БЕЛГИЛАРНИ ШАКИЛЛАНТИРИШ УСУЛ ВА АЛГОРИТМЛАРИ

Authors

  • Мухамедиева Д.Т “ТИҚХММИ” Миллий тадқиқот университети
  • Маматов Н.С "ТИҚХММИ” Миллий тадқиқот университети
  • Маматов А.А Наманган давлат университети

Keywords:

Матнли маълумотларни таснифлаш, белгиларни шакллантириш, Bag of Words, TF-IDF, One-hot encoding, табиий тилни қайта ишлаш, матнларни анализ қилиш, векторли модель.

Abstract

The article examines the methods and algorithms for character formation used
in text data classification. In particular, the Bag of Words (BoW) model, TF-IDF indicator, and
One-hot encoding methods are analyzed. The theoretical foundations and practical importance of
representing texts in digital form are covered. Information about the main researchers in this field
and their scientific contributions is also provided.

References

Salton G., McGill M.J. Introduction to Modern Information Retrieval. – McGraw-Hill, 1983.

Spärck Jones K. A statistical interpretation of term specificity and its application in retrieval // Journal of Documentation. – 1972. – Vol. 28, No. 1. – P. 11–21. – DOI: 10.1108/eb026526.

Stevens S.S. On the theory of scales of measurement // Science. – 1946. – Vol. 103, No. 2684. – P. 677–680. – DOI: 10.1126/science.103.2684.677.

Bishop C.M. Pattern Recognition and Machine Learning. – Springer, 2006.

Goodfellow I., Bengio Y., Courville A. Deep Learning. – MIT Press, 2016.

Published

2025-04-18

How to Cite

Мухамедиева Д.Т, Маматов Н.С, & Маматов А.А. (2025). МАТНЛИ МАЪЛУМОТЛАРНИ ТАСНИФЛАШДА БЕЛГИЛАРНИ ШАКИЛЛАНТИРИШ УСУЛ ВА АЛГОРИТМЛАРИ. MANAGEMENT AND ECONOMICS SCIENTIFIC RESEARCH JOURNAL, 2(2), 103–105. Retrieved from https://journals.timeedu.uz/index.php/mesr/article/view/364

Issue

Section

Articles
Loading...