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Title: :  Enhancing Botnet Detection with Explainable AI and OSINT
PaperId: :  25843
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 1 2025
DUI:    16.0415/IJARIIE-25843
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
P. ArchanaPVKK Institute of Technology
M. Dharani KumarPVKK Institute of Technology

Abstract

Computer Science and Engineering
Botnets, DGAs, Explainable AI (XAI), OSINT, Cybersecurity, Threat Detection.
Botnets, which are networks of compromised computers controlled by attackers, pose a serious cybersecurity threat. Detecting these threats becomes more challenging when cybercriminals use Domain Generation Algorithms (DGAs) to create random domain names for command-and-control servers, allowing them to bypass traditional security measures. Conventional detection methods, such as signature-based, rule-based, and heuristic approaches, struggle against adaptive and evolving DGAs due to their lack of flexibility. To address this issue, this research focuses on enhancing botnet DGA detection using Explainable AI (XAI) and Open-Source Intelligence (OSINT). XAI improves transparency by providing insights into how threats are detected, enabling cybersecurity professionals to understand and trust AI-driven systems. OSINT promotes real-time intelligence sharing, allowing organizations to collaborate and strengthen their defenses against emerging threats. As cybercriminals continuously refine their attack strategies, traditional security systems become less effective. Implementing advanced, explainable, and cooperative security solutions is essential for staying ahead of evolving cyber threats. By leveraging XAI for interpretability and OSINT for collaborative defense, cybersecurity professionals can improve detection accuracy and enhance overall threat mitigation strategies.

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IJARIIE P. Archana, and M. Dharani Kumar. "Enhancing Botnet Detection with Explainable AI and OSINT" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 1 2025 Page 1605-1609
MLA P. Archana, and M. Dharani Kumar. "Enhancing Botnet Detection with Explainable AI and OSINT." International Journal Of Advance Research And Innovative Ideas In Education 11.1(2025) : 1605-1609.
APA P. Archana, & M. Dharani Kumar. (2025). Enhancing Botnet Detection with Explainable AI and OSINT. International Journal Of Advance Research And Innovative Ideas In Education, 11(1), 1605-1609.
Chicago P. Archana, and M. Dharani Kumar. "Enhancing Botnet Detection with Explainable AI and OSINT." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 1 (2025) : 1605-1609.
Oxford P. Archana, and M. Dharani Kumar. 'Enhancing Botnet Detection with Explainable AI and OSINT', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 1, 2025, p. 1605-1609. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Enhancing_Botnet_Detection_with_Explainable_AI_and_OSINT_ijariie25843.pdf (Accessed : ).
Harvard P. Archana, and M. Dharani Kumar. (2025) 'Enhancing Botnet Detection with Explainable AI and OSINT', International Journal Of Advance Research And Innovative Ideas In Education, 11(1), pp. 1605-1609IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Enhancing_Botnet_Detection_with_Explainable_AI_and_OSINT_ijariie25843.pdf (Accessed : )
IEEE P. Archana, and M. Dharani Kumar, "Enhancing Botnet Detection with Explainable AI and OSINT," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 1, pp. 1605-1609, Jan-Feb 2025. [Online]. Available: http://ijariie.com/AdminUploadPdf/Enhancing_Botnet_Detection_with_Explainable_AI_and_OSINT_ijariie25843.pdf [Accessed : ].
Turabian P. Archana, and M. Dharani Kumar. "Enhancing Botnet Detection with Explainable AI and OSINT." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 1 ().
Vancouver P. Archana, and M. Dharani Kumar. Enhancing Botnet Detection with Explainable AI and OSINT. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(1) : 1605-1609. Available from: http://ijariie.com/AdminUploadPdf/Enhancing_Botnet_Detection_with_Explainable_AI_and_OSINT_ijariie25843.pdf
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