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An Overview of EDR Serviceability for Security Information and Event Management (SIEM) Cover

An Overview of EDR Serviceability for Security Information and Event Management (SIEM)

Open Access
|Jul 2026

References

  1. 2022 Cyber Attacks Trends: Mid-Year Report. Available at: https://research.checkpoint.com/2022/check-points-2022-mid-year-cyber-attack-trends-report/(Accessed 28 Nov 2023).
  2. Katie Bykowski, Automated Incident Response: Respond to Every Alert, Available at: https://swimlane.com/blog/automated-incident-response-respondevery-alert/(Accessed on date: 17 Sep 2017)
  3. Alanazi, A. T., & Alanazi, A. (2023). Clinicians’ perspectives on healthcare cybersecurity and cyber threats. Cureus, 15(10), 2023. DOI: 10.7759/cureus.47026.
  4. Ajinkya, “Endpoint Detection and Response Market Expected to Witness an Imperishable Growth over 2029, Market Plan, 2019, Available at: https://themarketplan.com/endpoint-detection-and-response-marketexpected-to-witness-an-imperishable-growth-over-2029/26078/(Accessed on 19 Dec 2025).
  5. Anton Chuvakin, “Our ‘Understanding Insider Threats’ Paper Publishes”, Gartner Inc., 2016. Available at: http://blogs.gartner.com/anton-chuvakin/2016/05/09/ourunderstanding-insider-threats-paper-publishes (Accessed on date: 29 Oct 2025).
  6. A. Chuvakin, “The Complete Guide to Log and Event Management”, Available at: https://www.novell.com/docrep/documents/9x1wixnqhd/Log_Event_Mgmt_WP_DrAnton Chuvakin_March2010_Single_en.pdf. (Accessed on date: 17 Sep 2017)
  7. A. Arfeen, S. Ahmed, M. A. Khan, and S. F. A. Jafri, “Endpoint Detection & Response: A Malware Identification Solution”, 2021 International Conference on Cyber Warfare and Security (ICCWS), IEEE, pp. 1–8, 2021, doi: 10.1109/ICCWS53234.2021.9703010.
  8. A. Zibak, C. Sauerwein, and A. Simpson, “A success model for cyber threat intelligence management platforms”, Computers & Security, 111,102466, 2021
  9. A. Johnson and R. J. Haddad, “Evading Signature-Based Antivirus Software Using Custom Reverse Shell Exploit”, In Southeast Con 2021 (pp. 1-6). IEEE, doi: 10.1109/SoutheastCon45413.2021.9401881.
  10. A. Sridharan and V. Kanchana, “SIEM integration with SOAR”, in Proc. Int. Conf. Futuristic Technol. (INCOFT), pp. 1–6, 2022.
  11. A. Chuvakin, “SIEM: Moving Beyond Compliance”, Available at:http://www.securitywarriorconsulting.com/pdfs/chuvakin_RSA_2010_SEIMBC_WP_0810.pdf (Accessed on date: 04 Feb 2018)
  12. A. Chuvakin, “Anton Chuvakin Homepage”, Available at: http://www.chuvakin.org/. (Accessed on date: 13 Jan 2018)
  13. A. Chuvakin, “Why No Open Source SIEM, EVER?”, Available at: http://chuvakin.blogspot.co.at/2009/06/why-no-open-sourcesiem-ever.html. (Accessed on date: 13 Jan 2018)
  14. Anton Chuvakin, “UEBA Shines Where SIEM Whines?” Available at: https://blogs.gartner.com/anton-chuvakin/2016/11/14/ueba-shines-where-siemwhines/. (Accessed on date: 11 Feb 2018).
  15. A. Srivastava, "Mitre Attack Dataset for Knowledge Graph-Enhanced RAG Cyber Threat Intelligence”, IEEE Dataport, July 13, 2025. doi: 10.21227/9559-9p78.
  16. Strom, B. E., Applebaum, A., Miller, D. P., Nickels, K. C., Pennington, A. G., & Thomas, C. B, "MITRE ATT&CK: Design and philosophy”, Available at: https://www.mitre.org/sites/default/files/2021-11/prs-19-01075-28-mitre-attack-design-and-philosophy.pdf (Accessed on date: 2 Jan 2024).
  17. Crowd Strike. (2018 a). CrowdStrike Falcon endpoint detection and response (EDR): Streaming the threat detection and response lifecycle with speed, automation and unrivaled visibility. Available at: https://www.crowdstrike.com/wp-content/brochures/Falcon-Insight-DS-PW-edits.pdf (Accessed on date: 2 Feb 2024).
  18. Cichonski, P., Millar, T., Grance, T., & Scarfone, K. (2012). Computer Security Incident Handling Guide (NIST Special Publication 800-61 Revision 2). Available at: https://csrc.nist.gov/pubs/sp/800/61/r2/final (Accessed on date: 3 April 2025).
  19. Clarke, M., & Martin, K. Managing cybersecurity risk in healthcare settings. In Healthcare Management Forum, pp. 17-20, 2024.
  20. The MITRE Corporation, “CAPEC - Common Attack Pattern Enumeration and Classification,” MITRE, n.d. Available at: https://capec.mitre.org. (Accessed on date: 28-Aug-2025).
  21. C. H. Chi, S. Y. Ooi, E. H. Binti, Y. H. Pang, M. K. B. A. Yan, and K. I. B. Sidin, “Intelligent-based SIEM security email alert”, in 2023 11th International Conference on Information and Communication Technology (ICoICT), pp. 481-486, 2023
  22. David Brumley, Newso James, Dawn Song, Hao Wang, and Somesh Jha. Towards automatic generation of vulnerability-based signatures. In Proceedings of the 2006 IEEE Symposium on Security and Privacy, pp 2–16, 2006.
  23. Dong, S., Su, H., Hou, R., & Shankar, A. “Improved PBFT Consensus Mechanism Based on Voting Sort Clustering Partition With Group Signature for IoT.” IEEE Transactions on Intelligent Transportation Systems (2024).
  24. Cynet, “EDR security and protection for the enterprise,” Cynet, 2019. Available at: https://www.cynet.com/platform/threat-protection/edr-endpoint. (Accessed on date: 29 Sep 2019).
  25. Ziften Technologies, “Endpoint security in today's threat environment,” Ziften Technologies, White Paper, 2019. Available at: ziften.com. [Accessed on date: 4 Jun 2026).
  26. Ewoh, P., & Vartiainen, T. “Vulnerability to cyberattacks and sociotechnical solutions for healthcare systems: systematic review”. Journal of medical Internet research, 26, e46904, 2024.
  27. Forum, W.E. “Wild Wide Web Consequences of Digital Fragmentation”, Available at: https://reports.weforum.org/globalrisks-report-2020/wild-wide-web/(Accessed on date: 8 July 2021).
  28. Gartner Peer Insights, “Endpoint detection and response solutions market,” Gartner, 2019. Available at: https://www.gartner.com/reviews/market/endpoint-detection-and-response-solutions. (Accessed on date: 04-Jun-2026).
  29. GEORGE, D. A. S., George, A. H., Baskar, T., & Pandey, D, “XDR: The Evolution of Endpoint Security Solutions-Superior Extensibility and Analytics to Satisfy the Organizational Needs of the Future.” International Journal of Advanced Research in Science, Communication and Technology (IJARSCT) 8.(1): 493–501, 2021.
  30. George, A. Shaji, et al. “Extending detection and response: how MXDR evolves cybersecurity.” Partners Universal International Innovation Journal, 1(4): 268–285, 2023.
  31. G. González-Granadillo, M. Faiella, I. Medeiros, R. Azevedo, and S. González-Zarzosa, “ETIP: An enriched threat intelligence platform for improving OSINT correlation, analysis, visualization and sharing capabilities”, Journal of Information Security and Applications, 58, 102715, 2021.
  32. George, A. S., Sagayarajan, S., Baskar, T., & George, A. H. “Extending detection and response: how MXDR evolves cybersecurity.” Partners Universal International Innovation Journal, 1.(4): 268–285, 2023.
  33. H. Gonaygunta, G. S. Nadella, P. P. Pawar, and D. Kumar, “Study on Empowering Cyber Security by Using Adaptive Machine Learning Methods”, in 2024 Systems and Information Engineering Design Symposium (SIEDS), 166-171, 2024. DOI: 10.1109/sieds61124.2024.10534694.
  34. H. J. Ofte and S. Katsikas, “Understanding situation awareness in SOCs, a systematic literature review”, Computers & Security, 126, 103069, 2023.
  35. Jing LI, Xutao LU, Feng LIU, Xiangquan HUANG, He LIN, and Yifeng REN. “Research on power internet of things model and resource allocation based on edge computing”. In: U.P.B. Sci. Bull. Series C, 85 (1), pp. 105–116, 2023.
  36. J. C. Haass, “Cyber threat intelligence and machine learning”, IEEE Xplore, vol. 2, no. 1, pp. 156–159, 2022.
  37. J. Kinyua and L. Awuah, “AI/ML in security orchestration, automation and response: Future research directions”, Intell. Autom. Soft Comput., vol. 28, no. 2, pp. 527–545, 2021.
  38. K. Prabu and P. Sudhakar, “An automated intrusion detection and prevention model for enhanced network security and threat assessment”, Int. J. Comput. Netw. Appl., vol. 10, no. 4, p. 621,. 2023.
  39. Lima, Sidney ML, et al “Next generation antivirus endowed with bitwise morphological extreme learning machines.” Microprocessors and Microsystems, 81 103724, 2021.
  40. L. Gudala, M. Shaik, and S. Venkataramanan, “Leveraging machine learning for enhanced threat detection and response in zero trust security frameworks: An exploration of real-time anomaly identification and adaptive mitigation strategies”, J. Artif. Intell. Res., vol. 1, no. 2, pp. 19–45, 2021.
  41. McShane, I., Firstbrook, P., & Ouellet, E. (2017).”Redefining endpoint protection for 2017 and 2018 (ID G00337106)”. Available at: https://www.gartner.com/doc/reprints?id=1-4MO1GFS&ct=171221&st=sb.(Accessed on date:26 May 2026)
  42. Mario Aragones Lozano, Israel Pérez Llopis, Alfonso Climente Alarcón, and Manuel Esteve Domingo. “A Machine Learning-Driven Threat Hunting Architecture for Protecting Critical Infrastructures”. In: 2023 19th International Conference on the Design of Reliable Communication Networks (DRCN), pp. 1–5, 2023.
  43. Wurzenberger, M., Höld, G., Landauer, M., & Skopik, F. Analysis of statistical properties of variables in log data for advanced anomaly detection in cyber security: Computers & Security, 137, 103631, 2023.
  44. M. N. Hossain, S. M. Milajerdi, J. Wang, B. Eshete, R. Gjomemo, R. Sekar, S. D. Stoller, and V. Venkatakrishnan, “SLEUTH: Real-time attack scenario reconstruction from COTS audit data”, in 26th USENIX Security Symposium (USENIX Security 17), 487–504, 2017.
  45. Murali, Ritwik, and C. Shunmuga Velayutham. “Adapting novelty towards generating antigens for antivirus systems.” In Proceedings of the Genetic and Evolutionary Computation Conference. pp. 1254–1262, 2022.
  46. “New Research from Advanced Threat Analytics Finds MSSP Incident Responders Overwhelmed by False Positive Security Alerts”, Available at: https://prn.to/2uTiaK6, 2019. (Accessed on date: 12 Feb 2028)
  47. N. Afzaliseresht, Y. Miao, S. Michalska, Q. Liu, and H. Wang, “From logs to stories: human-centred data mining for cyber threat intelligence”, IEEE Access, 8, 19089–19099, 2020.
  48. J. Oltsik, “Security operations challenges, priorities, and strategies,” ESG, Research Report, 2017. Available at: siemplify.co. (Accessed date: 8 July 2021).
  49. Ö. Sen, D. van der Velde, K. A. Wehrmeister, I. Hacker, M. Henze, and M. Andres, “On using contextual correlation to detect multi-stage cyber-attacks in smart grids”, Sustainable Energy, Grids and Networks, 32, 100821, 2022.
  50. Puspita Dash, Balaji S, Ragul S, Sriram S, 2024. AI Enhanced Anomaly Detection of System logs in Cyber Security, In 2024 International Conference on System, Computation, Automation and Networking (ICSCAN), pp. 1-6, 2024.
  51. P. Alaeifar, S. Pal, Z. Jadidi, M. Hussain, and E. Foo, “Current approaches and future directions for cyber threat intelligence sharing: A survey”, Journal of Information Security and Applications, 83, 103786, 2024,
  52. Q. Wang, W. U. Hassan, D. Li, K. Jee, X. Yu, K. Zou, J. Rhee, Z. Chen, W. Cheng, C. Gunter, and H. Chen, “You are what you do: Hunting stealthy malware via data provenance analysis”, In NDSS, 2020.
  53. Razvan Stoleriu, Catalin Negru, Bogdan-Costel Mo-canu, and Florin Pop. “Malicious Short URLs Detection Technique”. In: 2023 22nd RoEduNet Conference: Networking in Education and Research, pp. 1–6, 2023.
  54. Razvan Stoleriu, Catalin Negru, and Dragos Radulescu, “Modern Cyber Security Attacks, Detection Strategies, and Countermeasures Procedures ”. In: 2023 24th International Conference on Control Systems and Computer Science (CSCS). 198–205, 2023.
  55. R. Kwon, T. Ashley, J. Castleberry, P. McKenzie, and S. N. G. Gourisetti, “Cyber Threat Dictionary Using MITRE ATT&CK Matrix and NIST Cybersecurity Framework Mapping”, in 2020 Resilience Week (RWS), 106–112, 2020.
  56. R. Patel, K. Müller, G. Kvirkvelia, J. Smith, and E. Wilson, “Zero trust security architecture raises the future paradigm in information systems”, Informatica Digit. Insight J., 1(1), 24–34, 2024
  57. Somil Tyagi, Dr. Rajesh Kumar Tyagi, Dr. Pushan Kumar Dutta, and Dr. Priyanka Dubey. “Next Generation Phishing Detection and Prevention System using Machine Learning ”. In: 2023 1st International Conference on Advanced Innovations in Smart Cities (ICAISC). 1–6, 2023.
  58. S. Sharifi, “A Novel Approach to the Behavioural Aspects of Cybersecurity”, arXiv preprint arXiv:2303.13621, 2023. doi: 10.13140/RG.2.2.11304.85761
  59. S. Neupane, J. Ables, W. Anderson, S. Mittal, S. Rahimi, I. Banicescu, and M. Seale, “Explainable intrusion detection systems (X-IDS): A survey of current methods, challenges, and opportunities”, IEEE Access, 10, pp. 112392–112415, 2022.
  60. Soleman, D. and Soewito, B. Information Security System Design Using XDR And EDR. Inform: Jurnal Ilmiah Bidang Teknologi Informasi dan Komunikasi, 9 (1), pp. 51–57, 2024.
  61. S. Karagiannis, A. Tokatlis, S. Pelekis, M. Kontoulis, G. Doukas, C. Ntanos, and E. Magkos, “A-DEMO: ATT&CK Documentation, Emulation and Mitigation Operations: Deploying and Documenting Realistic Cyberattack Scenarios-A Rootkit Case Study”, in Proceedings of the 25th Pan-Hellenic Conference on Informatics, 328–333, 2021.
  62. S. Caimi, “MITRE ATT&CK: The Magic of Mitigations”, Available at: https://cscoblogs-prod-17bj.appspot.com/security/mitre-attck-the-magic-of-mitigations (Accessed on date: 11 November 2022).
  63. Riley, M., Elgin, B., Lawrence, D., & Matlack, C. (2014, March 17). Missed alarms and 40 million stolen credit card numbers: How Target blew it. Bloomberg. https://www.bloomberg.com/news/articles/2014-03-13/target-missed-warnings-in-epic-hack-of-credit-card-data(Accessed on date: 17 Mar 2014).
  64. Osterman Research. (2019, April). The critical role of endpoint detection and response (White Paper). SonicWall. https://bit.ly/39NrNwo (Accessed on date: 29 Apr 2019)
  65. T.Simonite, “The Antivirus Era Is Over”, Available at: http://www.technologyreview.com/news/428166/the-antivirus-era-is-over, (Accessed on date: 11 Jun 2012)
  66. Ben Canner, “5 Critical Use Cases for EDR (Endpoint Detection and Response)”, Available at: https://solutionsreview.com/endpoint-security/5-critical-use-cases-for-edr-endpoint-detection-and-response/(Accessed on date: 26 May 2021).
  67. J.-M. Roberts, “VirusShare,” VirusShare Malware Repository, n.d. Available at: https://virusshare.com/. (Accessed on date: 10 Aug 2020)
  68. Techopedia, “What is Endpoint Detection and Response (EDR)? - Definition from Techopedia,” Techopedia, May 15, 2025. Available at: techopedia.com. (Accessed on date: 15-May-2025).
  69. W. U. Hassan, M. A. Noureddine, P. Datta, and A. Bates, “OmegaLog: High-fidelity attack investigation via transparent multi-layer log analysis”, in NDSS, 2020.
  70. X. Han, T. Pasquier, A. Bates, J. Mickens, and M. Seltzer, “UNICORN: Runtime provenance-based detector for advanced persistent threats”, in NDSS, 2020.
  71. Y. Shevchenko, “EPP plus EDR: The future of endpoint cybersecurity,” Kaspersky, Jun. 30, 2020. Available at: https://www.kaspersky.com/blog/epp-edr-importance/22366/. (Accessed on date: 30-Jun-2020)‥
  72. Y. Kwon, F. Wang, W. Wang, K. H. Lee, W.-C. Lee, S. Ma, X. Zhang, D. Xu, S. Jha, G. Ciocarlie et al., “MCI: Modelling-based causality inference in audit logging for attack investigation”, In Network and Distributed Systems Security (NDSS) Symposium, 2018.
  73. Duna, Y. T., Ab Razaka, M. F., Zolkiplib, M. F., Beea, T. F., & Firdausa, A. “Grasp on next-generation security operation center (NGSOC): Comparative study”, Int. J. Nonlinear Anal. Appl., 12(2), 867–896, 2021.
  74. Z. T. Sworna, C. Islam, and M. A. Babar, “APIRO: A framework for automated security tools API recommendation”, ACM Trans. Softw. Eng. Methodol., vol. 32, no. 1, pp. 1–42, 2023.
  75. Hassan, A., Rauf, A., Shafqat, N., Latif, R., & Khan, H. “ZenGuard a machine learning-based zero trust framework for context-aware threat mitigation using SIEM, SOAR, and UEBA”. Scientific Reports, 15(1), 35871, 2025.
  76. J. Doe, "EDR-SIEM Integration”, IEEE Trans., vol. 1, no. 2, pp. 10–20, 2024.
  77. Khowaja, S. A., & Patel, M. B. Performance evaluation of open-source endpoint detection and response (EDR) solutions. IEEE Access, 10, 97161-97175, 2022.
  78. MITRE Corporation, “MITRE ATT&CK®”, Available at: https://attack.mitre.org/(Accessed on date: 7 Jan 2026).
  79. Check Point Software Technologies – EDR vs SIEM, Available at: https://www.checkpoint.com/cyber-hub/threat-prevention/what-is-endpoint-detection-and-response/edr-vs-siem/?, (Accessed on date: 8 Nov 2022).
  80. Kasey Cross, SIEM vs EDR. Available at: https://www.crowdstrike.com/en-us/cybersecurity-101/next-gen-siem/siem-vs-edr/? (Accessed on date: 18 Feb 2026).
  81. SentinelOne, Understanding the Difference Between EDR, SIEM, SOAR, and XDR. Available at: https://www.sentinelone.com/cybersecurity-101/xdr/understanding-the-difference-between-edr-siem-soar-and-xdr/? (Accessed on date: 13 Aug 2025).
  82. Exabeam, SIEM vs EDR: Key Features, Differences, and How to Choose. Available at: https://www.exabeam.com/explainers/siem/siem-vs-edr-key-features-differences-and-how-to-choose/? (Accessed on date: 24 Oct 2025).
  83. ConnectWise, EDR vs SIEM: What’s the Difference and Why Do You Need Both? Available at: https://www.connectwise.com/blog/edr-vs-siem-whats-the-difference-and-why-do-you-need-both (Accessed on date: Mar. 7, 2025).
  84. Logpoint, The Difference Between SIEM and EDR (SIEM vs EDR). Available at: https://guardsix.com/blog/the-difference-between-siem-and-edr (Accessed on date: 30 Nov 2022).
  85. TechTarget, EDR vs. SIEM: Key differences, benefits and use cases. Available at: https://www.techtarget.com/searchsecurity/tip/EDR-vs-SIEM-Whats-the-difference (Accessed on date: 24 Oct 2024).
  86. SentinelOne, “Endpoint protection,” SentinelOne, n.d. Available at: https://www.sentinelone.com/lp/endpointprotection/. (Accessed on date: 4 Jun 2026).
  87. Huntress, SIEM vs. EDR vs. MDR: What's the Difference? Available at: https://www.huntress.com/cybersecurity-education/siem-vs-edr-vs-mdr(Accessed on date: 16 Apr 2024).
  88. Exabeam, Five Key Ways to Navigate XDR, EDR, NDR, and SIEM for Effective Cybersecurity. Available at: https://www.exabeam.com/resources/guides/five-key-ways-to-navigate-xdr-edr-ndr-and-siem-for-effective-cybersecurity/ (Accessed on date: 1 Nov 2024).
  89. T. H. Hai, V. Van Thieu, T. T. Duong, H. H. Nguyen and E. -N. Huh, "A Proposed New Endpoint Detection and Response With Image-Based Malware Detection System," IEEE Access, vol. 11, pp. 122859-122875, 2023, doi: 10.1109/ACCESS.2023.3329112.
  90. ManageEngine, “Endpoint Security,” Available at: https://www.manageengine.com/products/desktop-central/endpoint-central-endpoint-security.html?network=g&device=c&keyword=edr&campaignid=8901901565 (accessed on date: 30 Oct 2025).
  91. Kaur, H., Sanjaiy SL, D., Paul, T., Kumar Thakur, R., Kumar Reddy, K. V., Mahato, J., & Naveen, K. "Evolution of endpoint detection and response (EDR) in cyber security: A comprehensive review." E3S Web of Conferences. Vol. 556. 01006, 2024. DOI: https://doi.org/10.1051/e3sconf/202455601006
  92. Kamruzzaman, A., Ismat, S., Brickley, J. CEDR., Liu, A., & Thakur, K., "A comprehensive review of endpoint security: Threats and defenses." In 2022 International Conference on Cyber Warfare and Security (ICCWS), pp. 1–7, 2022.
  93. Universitas Dr. Soetomo Surabaya, Inform: Jurnal Ilmiah Bidang Teknologi Informasi dan Komunikasi, Available at: https://garuda.kemdiktisaintek.go.id/journal/view/10419?issue=Vol.%2010%20No.%201%20(2025) (Accessed on date: 30 Oct 2025).
  94. Park, S. H., Yun, S. W., Jeon, S. E., Park, N. E., Shim, H. Y., Lee, Y. R., … & Lee, I. G. "Performance evaluation of open-source endpoint detection and response combining Google Rapid Response and osquery for threat detection." IEEE Access 10, 20259-20269, 2022.
  95. SentinelOne, “EDR vs. NDR vs. XDR: How to Pick a Detection Response Solution”,. https://www.sentinelone.com/cybersecurity-101/endpoint-security/edr-vs-ndr-vs-xdr/(Accessed on date: 5 Jun 2026).
  96. Palo Alto Networks, “What Is the Difference Between EDR vs SIEM?” Available at: https://www.paloaltonetworks.com/cyberpedia/what-is-edr-vs-siem (Accessed on date: 7 Mar 2025).
  97. A. Chuvakin, “Anton Chuvakin Homepage,” chuvakin.org. https://www.chuvakin.org/ (accessed Aug. 29, 2024).
  98. ManageEngine, “Endpoint Security,” ManageEngine Endpoint Central. Available at: https://www.manageengine.com/products/desktop-central/endpoint-security/(Accessed on date: 17 Mar 2026).
  99. Microsoft, “Phase 2 NGAV Integration Guide”, Available at: https://www.microsoft.com/(Accessed on date: 9 Jan 2024).
  100. A. Chuvakin and G. Peterson, “Logging in the Age of Web Services”, IEEE Security & Privacy, vol. 7, no. 3, pp. 82–85, 2009.
  101. C. Johnson, L. Badger, D. Waltermire, J. Snyder, and C. Skorupka, “Guide to Cyber Threat Information Sharing”, Available at: https://nvlpubs.nist.gov/nistpubs/specialpublications/nist.sp.800-150.pdf. (Accessed on date: 9 Jan 2024).
  102. S. M. Lima, D. M. Souza, R. P. Pinheiro, S. H. Silva, P. G. Lopes, R. D. de Lima, and W. P. dos Santos, “Next-generation antivirus endowed with bitwise morphological extreme learning machines,” Microprocessors and Microsystems, vol. 81, p. 103724, 2021, doi: 10.1016/j.micpro.2020.103724.
  103. Nanang, H., Hayadi, B. H., Sukmana, H. T., Durahman, Y., Arifin, V., & Azhari, M. “The importance of Security Risk and Protection in Education Systems: A study of the Extended Detection and Response (XDR) Method in Data Security”. In 2024 Ninth International Conference on Informatics and Computing (ICIC), pp. 1–4. 2024.
  104. Gilad David Maayan, “Machine Learning and Artificial Intelligence (AI/ML): The Secret Sauce Behind XDR”, Available at: https://www.computer.org/publications/tech-news/trends/the-secret-sauce-behind-xdr (Accessed on date: 12 Apr 2023).
  105. Vijay Kanade, “What Is Extended Detection and Response (XDR)? Definition, Components, Advantages, and Best Practices”, Available at: https://www.spiceworks.com/it-security/endpoint-security/articles/what-is-xdr (Accessed on date: 18 Jan 2024).
  106. Gilad David Maayan, “Machine Learning and Artificial Intelligence (AI/ML): The Secret Sauce Behind XDR”, Available at: https://www.computer.org/publications/tech-news/trends/the-secret-sauce-behind-xdr (Accessed on date: 12 Apr 2023).
  107. Vijay Kanade, “What Is Extended Detection and Response (XDR)? Definition, Components, Advantages, and Best Practices”, Available at: https://www.spiceworks.com/it-security/endpoint-security/articles/what-is-xdr (Accessed on date: 18 Jan 2024).
DOI: https://doi.org/10.2478/ias-2026-0004 | Journal eISSN: 1554-1029 | Journal ISSN: 1554-1010
Language: English
Page range: 52 - 88
Published on: Jul 8, 2026
In partnership with: Paradigm Publishing Services
Publication frequency: 6 issues per year

© 2026 Padma Lochan Pradhan, published by Cerebration Science Publishing Co., Limited
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