So‘z ma’nosini aniqlashda naive bayes algoritmidan foydalanish

B. B. (Botir) Elov, H. I. Akhmedova

Илм-фан ва инновацион ривожланиш · 2023-yil

Annotatsiya

One of the relevant issues of a natural language processing is word sense disambiguation. Homonyms are considered as an important element of determining the meaning of a word. Methods based on machine learning play a special role in solving this problem. Naive Bayes classifier is one of the important machine learning methods. When eliminating homonymy between different and grammatically similar groups of words in the Uzbek language, the Naive Bayes classifier differs from other methods in its simplicity and speed. This classifier is one of the most popular multi-class classification algorithms, and depending on the data in question, any of the 3 types of Naive Bayes algorithms (Gaussian, Polynomial, Bernoulli) can be used. This article scrutinizes the processes of using the classifier to identify homonymy between grammatically similar groups of words in the Uzbek language.

Maqola ma’lumotlari
MualliflarB. B. (Botir) Elov, H. I. Akhmedova
JurnalИлм-фан ва инновацион ривожланиш
NashriyotИнновацион ривожланиш вазирлиги
ISSN2181-9637, 2181-4317
Nashr sanasi2023-06-22
Jild6
Son3
Betlar44-54
TilIngliz
Ilmiy sohaTexnika
DOI10.36522/2181-9637-2023-3-4
Indeksga qo‘shilgan2026-09-02

DOI: 10.36522/2181-9637-2023-3-4 · Maqolaning asl sahifasi

Ilmiy soha

Texnika

Iqtibos keltirish

APAB. B. (Botir) Elov, & H. I. Akhmedova (2023). SO‘Z MA’NOSINI ANIQLASHDA NAIVE BAYES ALGORITMIDAN FOYDALANISH. Илм-фан ва инновацион ривожланиш, 6(3), 44-54. https://doi.org/10.36522/2181-9637-2023-3-4
GOST (OAK)B. B. (Botir) Elov, H. I. Akhmedova SO‘Z MA’NOSINI ANIQLASHDA NAIVE BAYES ALGORITMIDAN FOYDALANISH // Илм-фан ва инновацион ривожланиш. – 2023. – T. 6, № 3. – P. 44-54. – DOI: 10.36522/2181-9637-2023-3-4.
MLAB. B. (Botir) Elov, and H. I. Akhmedova. “SO‘Z MA’NOSINI ANIQLASHDA NAIVE BAYES ALGORITMIDAN FOYDALANISH.” Илм-фан ва инновацион ривожланиш, 6(3), 44-54, 2023. https://doi.org/10.36522/2181-9637-2023-3-4
ChicagoB. B. (Botir) Elov, and H. I. Akhmedova. “SO‘Z MA’NOSINI ANIQLASHDA NAIVE BAYES ALGORITMIDAN FOYDALANISH.” Илм-фан ва инновацион ривожланиш, 6(3), 44-54 (2023). https://doi.org/10.36522/2181-9637-2023-3-4
HarvardB. B. (Botir) Elov, and H. I. Akhmedova (2023) ‘SO‘Z MA’NOSINI ANIQLASHDA NAIVE BAYES ALGORITMIDAN FOYDALANISH’, Илм-фан ва инновацион ривожланиш, 6(3), 44-54. https://doi.org/10.36522/2181-9637-2023-3-4
BibTeX
@article{bbbotirelov2023,
  title = {SO‘Z MA’NOSINI ANIQLASHDA NAIVE BAYES ALGORITMIDAN FOYDALANISH},
  author = {B. B. (Botir) Elov and H. I. Akhmedova},
  journal = {Илм-фан ва инновацион ривожланиш},
  year = {2023},
  volume = {6},
  number = {3},
  pages = {44-54},
  doi = {10.36522/2181-9637-2023-3-4},
  url = {https://doi.org/10.36522/2181-9637-2023-3-4}
}

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