Detecting anomalies in program behavior using statistical methods
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The theses analyzes statistical methods for anomaly detection in program behavior. It examines three classes of methods: Statistical Process Control (SPC), regression-based models, and density-based approaches (LOF). The principles, advantages, disadvantages, and application areas for each method are analyzed.
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Лавренюк А. О., Савелко Р. О., Шарко Ю. О., Черноволик Г. О., Майданюк В. П. Detecting anomalies in program behavior using statistical methods // Матеріали Міжнародної науково-практичної інтернет-конференції «Молодь в науці: дослідження, проблеми, перспективи (МН-2026)», м. Вінниця, 22-26 червня 2026 р. Електрон. текст. дані. 2026. URI: https://conferences.vntu.edu.ua/index.php/mn/mn2026/paper/view/26519.
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Список використаної літератури (18)
- Introduction to Anomaly Detection. [Online]. URL: https://www.researchgate.net/publication/390797974 [Accessed: November 18, 2025].
- Anomaly Detection in Cybersecurity: Techniques, Challenges, and Development Best Practices. [Online]. URL: https://www.apriorit.com/dev-blog/what-is-anomaly-detection-in-cybersecurity [Accessed: November 18, 2025].
- A Review of Anomaly Detection Strategies to Detect Threats to Cyber-Physical Systems. [Online]. URL: https://www.mdpi.com/2079-9292/12/15/3283 [Accessed: November 18, 2025].
- The Importance of Features for Statistical Anomaly Detection. [Online]. URL: https://www.usenix.org/system/files/conference/hotcloud15/hotcloud15-goldberg.pdf [Accessed: November 18, 2025].
- Statistical Methods for Anomaly Detection in Cybersecurity Solutions: Balancing Cost and Efficiency. [Online]. URL: https://www.apriorit.com/dev-blog/anomaly-detection-with-statistical-methods [Accessed: November 18, 2025].
- A Survey of Anomaly Detection in Cyber-Physical Systems. [Online]. URL: https://arxiv.org/html/2502.13256v1 [Accessed: November 18, 2025].
- Anomaly detection beats SPC to manage quality. [Online]. URL: https://acerta.ai/blog/spc-vs-anomaly-detection-methods-tomanage-quality/ [Accessed: November 18, 2025].
- CUSUM and EWMA Control Charts. [Online]. URL: https://www.jmp.com/en/statistics-knowledge-portal/quality-andreliability-methods/control-charts/cusum-and-ewma-control-charts [Accessed: November 18, 2025].
- Why Use Statistical Process Control to Reduce Defects? [Online]. URL: https://spc-software.us/why-use-statistical-processcontrol-to-reduce-defects [Accessed: November 18, 2025].
- Software Reliability Modeling Incorporating Fault Detection and Fault Correction Processes with Testing Coverage and Fault Amount Dependency. [Online]. URL: https://www.mdpi.com/2227-7390/10/1/60 [Accessed: November 18, 2025].