O‘ZBEK TILIDA YASHIRILGAN SPAM XABARLARNI ANIQLASH UCHUN KO‘P BOSQICHLI FILTR ALGORITMI
DOI:
https://doi.org/10.47390/ts-v4i4y2026N01Ключевые слова:
spam, SMS spam, yashirilgan spam, obfuskatsiya, spam filtrlash, mashinaviy o‘rganish, matn klassifikatsiyasi.Аннотация
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.
Библиографические ссылки
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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