O‘ZBEK TILIDA YASHIRILGAN SPAM XABARLARNI ANIQLASH UCHUN KO‘P BOSQICHLI FILTR ALGORITMI

Mualliflar

  • Muzaffar Atajonov

Kalit so'zlar

https://doi.org/10.47390/ts-v4i4y2026N01

Kalit so'zlar

spam, SMS spam, yashirilgan spam, obfuskatsiya, spam filtrlash, mashinaviy o‘rganish, matn klassifikatsiyasi.

Annotasiya

Ushbu maqolada o‘zbek tilida yashirilgan spam xabarlarni aniqlash masalasi ko‘rib chiqilgan. Spam xabarlarni aniqlash uchun matnni oldindan qayta ishlash, obfuskatsiyani normallashtirish, xususiyatlar ajratish va klassifikatsiya bosqichlaridan iborat ko‘p bosqichli filtr algoritmi taklif etilgan. Eksperimental natijalar algoritm samaradorligini ko‘rsatdi.

Manbalar

1. Aggarwal C. C. Machine Learning for Text. Springer, 2018. – pp. 63–95. https://link.springer.com/book/10.1007/978-3-319-73531-3

2. Alpaydin E. Introduction to Machine Learning. MIT Press, 2020. – pp. 35–58. https://mitpress.mit.edu/9780262043793/introduction-to-machine-learning/

3. Androutsopoulos I., Koutsias J., Chandrinos K., Spyropoulos C. An experimental comparison of Naive Bayesian and keyword-based anti-spam filtering. SIGIR, 2000. – pp. 160–167. https://dl.acm.org/doi/10.1145/345508.345545

4. Devlin J., Chang M., Lee K., Toutanova K. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. NAACL, 2019. – pp. 4171–4186. https://arxiv.org/abs/1810.04805

5. Forman G. An extensive empirical study of feature selection metrics for text classification. Journal of Machine Learning Research, 2003. – Vol. 3, pp. 1289–1305. https://jmlr.org/papers/volume3/forman03a/forman03a.pdf

6. Jurafsky D., Martin J. Speech and Language Processing. Pearson Education, 2020. – Chapter 6, pp. 245–280. https://web.stanford.edu/~jurafsky/slp3/

7. Manning C. D., Raghavan P., Schütze H. Introduction to Information Retrieval. Cambridge University Press, 2008. – Chapter 13, pp. 259–296. https://nlp.stanford.edu/IR-book/

8. Sebastiani F. Machine learning in automated text categorization. ACM Computing Surveys, 2002. – Vol. 34, No. 1, pp. 1–47. https://dl.acm.org/doi/10.1145/505282.505283

9. Shamili S., Karthikeyan S., Balakumar T. A survey on spam filtering techniques. International Journal of Computer Science and Information Technology, 2010. – pp. 45–52. https://arxiv.org/abs/1006.0976

10. Zhang Y., Jin R., Zhou Z. Understanding bag-of-words model in text classification. International Journal of Machine Learning and Cybernetics, 2010. – pp. 43–52. https://link.springer.com/article/10.1007/s13042-010-0001-0

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Yuborilgan

2026-04-24

Nashr qilingan

2026-04-25

Qanday ko'rsatish

Atajonov, M. (2026). O‘ZBEK TILIDA YASHIRILGAN SPAM XABARLARNI ANIQLASH UCHUN KO‘P BOSQICHLI FILTR ALGORITMI. Techscience Uz - Topical Issues of Technical Sciences, 4(4), 5–10. https://doi.org/10.47390/ts-v4i4y2026N01

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