In today`s era, as the complexity and scale of cyber threats continue to grow, traditional threat detection methods are often insufficient to ensure efficiency in real-time operations. This study proposes a threat detection model that integrates IoC (Indicators of Compromise), log files, and Dark Web data to enhance cyber intelligence operations. The model includes three main stages: data integration, threat analysis, and ensuring real-time visualization and alerting.
[1] Smith, J., & Doe, A. (2023). Cyber Threat Intelligence and Machine Learning Approaches. CyberSecurity Journal, 45(3), 123-145
[2] Kim, Y., & Lee, S. (2022). Real-time Threat Detection Systems in Cybersecurity. Journal of Advanced Computing, 33(7), 87-102.
[3] Alan, M. (2021). Indicators of Compromise: A Framework for Proactive Cybersecurity. International Journal of Cyber Research, 27(5), 312-329
[4] Brown, T., & Green, P. (2020). Machine Learning Techniques for Anomaly Detection in Network Security. Cyber Defense Review, 12(4), 45-67
[5] Anderson, R., & Keller, S. (2019). Dark Web Intelligence for Proactive Threat Detection. Journal of Cyber Threat Analysis, 18(2), 23-39.
[6] Dharmapurikar, S., Krishnamurthy, P., Sproull, T. and Lockwood, J.W. (2003). Deep Packet Inspection Using Parallel Bloom Filters. Proceedings 11th Symposium on High Performance Interconnects (HotInterconnects). pp.44-51.
[7] Tojimatov, D. (2023). u KIBER TAHDIDLARNI BASHORAT QILISH VA XAVF-XATARLARDAN HIMOYALANISHDA SUN’IY INTELEKT IMKONIYATLARIDAN FOYDALANISH: DX Tojimatov. Katta o ‘qituvchi, TATU Farg’ona filiali. Ïîòîìêè Àëü-Ôàðãàíè, 1(2), 41-44.
[8] Dostonbek, T., & Jamshid, M. (2023). Use of artificial intelligence opportunities for early detection of threats to information systems. Central Asian Journal of Theoretical and Applied Science, 4(4), 93-98.
[9] Tojimatov, D. (2023, October). KIBERRAZVEDKA OLIB BORISH STRATEGIYASI BOSQICHLARI. In Conference on Digital Innovation:" Modern Problems and Solutions".
[10] Tojimatov, D. X. (2023). KIBERTAHDIDLARNI OLDINI OLISHDA KIBERRAZVEDKA AMALIYOTI VA UNING USTUVOR VAZIFALARI. Al-Farg’oniy avlodlari, 1(4), 82-85.