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- Vol. 7 Issue 2
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Courra-Sec: A Full-Stack, Multi-Tenant Security Information and Event Management Platform with ML-Augmented Threat Detection, SOAR Automation, Compliance Reporting, and Drop-In Browser Telemetry
Authors
1 Associate Professor, Department of Information Technology, Er.Perumal Manimekalai College of Engineering, Hosur, Tamilnadu, India. 2 3 4 5 Department of Information Technology, Er.Perumal Manimekalai College of Engineering, Hosur, Tamilnadu, India.
Article Information
- Published In
- Volume 7, Issue 2 (2026)
- Published Online
- March-April 2026
- Pages
- 421-433
- Article Type
- Original Article
- Check for updates
-
References
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2. Verizon, “2023 Data Breach Investigations Report,” Verizon Business, Tech. Rep., 2023.
3. IBM Corporation, “IBM QRadar SIEM,” https://www.ibm.com/ products/qradar-siem, 2024.
4. Splunk Inc., “Splunk Enterprise Security,” https://www.splunk.com/en us/products/enterprise-security.html, 2024.
5. Microsoft Corporation, “Microsoft Sentinel,” https://azure.microsoft. com/products/microsoft-sentinel, 2024.
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8. Wazuh Inc., “Wazuh: The Open Source Security Platform,” https://wazuh.com, 2022.
9. AT&T Cybersecurity, “AlienVault OSSIM,” https://cybersecurity.att. com/products/ossim, 2023.
10. Palo Alto Networks, “Cortex XSOAR,” https://www.paloaltonetworks. com/cortex/xsoar, 2024.
11. Splunk Inc., “Splunk SOAR,” https://www.splunk.com/en us/products/ soar.html, 2024.
12. StrangeBee, “TheHive Project,” https://thehive-project.org, 2023.
13. V. Chandola, A. Banerjee, and V. Kumar, “Anomaly detection: A survey,” ACM Computing Surveys, vol. 41, no. 3, pp. 1–58, Jul. 2009.
14. F. T. Liu, K. M. Ting, and Z.-H. Zhou, “Isolation forest,” in Proc. 8th IEEE Int. Conf. Data Mining (ICDM), Pisa, Italy, Dec. 2008, pp. 413– 422.
15. S. A. Althubiti, E. M. Jones, and K. Roy, “LSTM for anomaly-based network intrusion detection,” in Proc. 28th Int. Conf. Systems, Signals and Image Processing (IWSSIP), Bratislava, Slovakia, Jun. 2021, pp. 1– 5.
16. I. Sharafaldin, A. H. Lashkari, and A. A. Ghorbani, “Toward generating a new intrusion detection dataset and intrusion traffic characterization,” in Proc. 4th Int. Conf. Information Systems Security and Privacy (ICISSP), Funchal, Portugal, Jan. 2018, pp. 108–116.
17. O. Al-Khurafi and M. Al-Ahmad, “Survey of information security threats and attacks,” in Proc. 7th Int. Conf. Knowledge and Smart Technology (KST), Chonburi, Thailand, Jan. 2015, pp. 197–201.
18. Functional Software Inc., “Sentry: Application Monitoring,” https:// sentry.io, 2024.
19. Datadog Inc., “Datadog Real User Monitoring,” https://www.datadoghq. com/product/real-user-monitoring/, 2024.
20. W3C, “Content Security Policy Level 3,” W3C Working Draft, https://www.w3.org/TR/CSP3/, 2023.
21. Zope Foundation, “RestrictedPython,” https://restrictedpython. readthedocs.io, 2023.
22. MaxMind Inc., “GeoLite2 Free Geolocation Data,” https://dev.maxmind. com/geoip/geolite2-free-geolocation-data, 2024.
23. OASIS, “STIX 2.1 Specification,” https://docs.oasis-open.org/cti/stix/v2.1/, 2021.
24. D. M. Balfanz et al., “TOTP: Time-Based One-Time Password Algo- rithm,” IETF RFC 6238, May 2011.
25. F. Pedregosa et al., “Scikit-learn: Machine learning in Python,” J. Machine Learning Research, vol. 12, pp. 2825–2830, 2011.
26. M. Tavallaee, E. Bagheri, W. Lu, and A. A. Ghorbani, “A detailed analysis of the KDD CUP 99 data set,” in Proc. 2009 IEEE Symp. Com- putational Intelligence for Security and Defense Applications (CISDA), Ottawa, Canada, 2009, pp. 1–6.
27. Hostinger International Ltd., “Hostinger KVM VPS Hosting,” https:// www.hostinger.com/vps-hosting, 2024.
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