Keywords
Abstract
Ushbu maqolada sun’iy intellekt (SI) texnologiyalari asosida amalga oshirilayotgan avtomatlashtirilgan kiberhujumlar va ularga qarshi samarali himoya mexanizmlari yoritilgan. Dastlab, SI yordamida kiberhujumlarning turlari va ularning ishlash tamoyillari ko‘rib chiqiladi. So‘ngra, zamonaviy himoya usullari, jumladan, mashinaviy o‘rganish, anomalani aniqlash, SI asosida tahdidlarni bashorat qilish kabi yondashuvlar tahlil qilinadi. Tadqiqot natijalari kiberxavfsizlik sohasida avtomatlashtirilgan tahdidlarni aniqlashda SI texnologiyalarining yuqori samaradorligini ko‘rsatadi.
References
Stolfo, S.J., & Wang, K. (2018). Behavior-based anomaly detection in computer security systems. Springer. ➤ Kiberxavfsizlikda xulq-atvor asosida anomaliyani aniqlash usullari bayon etilgan.
Nguyen, N.T., & Franke, K. (2020). Deep learning for cybersecurity: Datasets, challenges and future directions. Journal of Cybersecurity, 6(1), 1–14. ➤ Chuqur o‘rganish (Deep Learning) modellarining kiberxavfsizlikdagi qo‘llanilishi tahlil qilingan.
Buczak, A.L., & Guven, E. (2016). A survey of data mining and machine learning methods for cyber security intrusion detection. IEEE Communications Surveys & Tutorials, 18(2), 1153–1176. ➤ Kiber tahdidlarni aniqlashda mashinaviy o‘rganish usullari keng ko‘lamda ko‘rib chiqilgan.
Zhang, C., & Zhou, P. (2021). AI-powered phishing attacks: A review and defense strategies. Computers & Security, 106(102296). ➤ AI orqali amalga oshirilayotgan phishing hujumlari va himoya choralarining tahlili berilgan.
Shiravi, A., Shiravi, H., Tavallaee, M., & Ghorbani, A.A. (2012). Toward developing a systematic approach to generate benchmark datasets for intrusion detection. Computers & Security, 31(3), 357–374. ➤ IDS tizimlar uchun test ma’lumotlar bazalarini yaratish usullari.
Eshmurodov M.X., Xaydarov J.K., Axmedova A.E.,Islamov K.S. Kiber
tahdidlarni aniqlashda mashinaviy o‘rganish texnologiyalarining roli // Modern Science and Research, 4(6), 574–577.
Eshmurodov M.X., Shaimov K.M., Elmurodov B.E., G’aybulov Q.M.
Sun’iy intellekt yordamida kiberxavfsizlikni mustahkamlash: zamonaviy yondashuvlar va algoritmlar // Modern Science and Research, 4(5), 1758–1761.