EARLY CYBER THREATS DETECTION MODEL BASED ON INTELLECTUAL INTEGRATION OF IOC, LOG AND DARK WEB MONITORING DATA IN CYBER INTELLIGENCE PRACTICE
Keywords:
cyber threat, IoC (Indicators of Compromise), log monitoring, Dark Web analysis, Machine learning, Real-time, model.Abstract
In today’s era, as the complexity and scope of cyber threats continue to grow, traditional methods of threat detection through cyber intelligence operations often fail to ensure the effectiveness of real-time operations. This study proposes an intelligent threat detection model based on the integration of IoC metrics, log file monitoring, and Dark Web analysis data to improve cyber intelligence operations. The model includes three main stages, namely 1) data integration, 2) threat analysis and real-time visualization, and 3) automatic alerting.
References
Smith, J., & Doe, A. (2023). Cyber Threat Intelligence and Machine Learning Approaches. CyberSecurity Journal, 45(3), 123-145
Kim, Y., & Lee, S. (2022). Real-time Threat Detection Systems in Cybersecurity. Journal of Advanced Computing, 33(7), 87-102.
Alan, M. (2021). Indicators of Compromise: A Framework for Proactive Cybersecurity. International Journal of Cyber Research, 27(5), 312-329
Brown, T., & Green, P. (2020). Machine Learning Techniques for Anomaly Detection in Network Security. Cyber Defense Review, 12(4), 45-67
Anderson, R., & Keller, S. (2019). Dark Web Intelligence for Proactive Threat Detection. Journal of Cyber Threat Analysis, 18(2), 23-39.
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. Потомки Аль-Фаргани, 1(2), 41-44.
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.
Tojimatov, D. (2023, October). KIBERRAZVEDKA OLIB BORISH STRATEGIYASI BOSQICHLARI. In Conference on Digital Innovation:" Modern Problems and Solutions".
Tojimatov, D. X. (2023). KIBERTAHDIDLARNI OLDINI OLISHDA KIBERRAZVEDKA AMALIYOTI VA UNING USTUVOR VAZIFALARI. Al-Farg’oniy avlodlari, 1(4), 82-85.
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