Automated Target Profiling: Leveraging Artificial Intelligence for Open-Source Intelligence Collection

[1] Dawson ME Jr. Cyber Warfare: Threats and Opportunities [Internet]. Porto, Portugal: Universidade Fernando Pessoa; 2020 [cited 2025 Apr 20]. Available from: https://bdigital.ufp.pt/entities/publication/5e93c236-588a-4564-bfb6-982d33fe11b4. Search in Google Scholar

[2] Dawson M. Integrating intelligence paradigms into cyber security curriculum for advanced threat mitigation. In: Information Technology – New Generations. Cham, Switzerland: Springer Nature; 2024. pp. 77–81. Search in Google Scholar

[3] Oerlemans JJ, Langenhuijzen S. Balancing national security and privacy: examining the use of commercially available information in OSINT practices. Int J Intell CounterIntell. 2025;38(2):579–597. Search in Google Scholar

[4] Browne TO, Abedin M, Chowdhury MJM. A systematic review on research utilising artificial intelligence for open source intelligence (OSINT) applications. Int J Inf Secur. 2024;23(4):2911–2938. Search in Google Scholar

[5] Stryker C, Kavlakoglu E. What is Artificial Intelligence (AI)? [Internet]. Armonk, NY: IBM; 2024 Aug 9 [cited 2025 Apr 20]. Available from: https://www.ibm.com/think/topics/artificial-intelligence. Search in Google Scholar

[6] Sevilla J, Heim L, Ho A, Besiroglu T, Hobbhahn M, Villalobos P. Compute trends across three eras of machine learning. In: International Joint Conference on Neural Networks (IJCNN). [Place unknown]: IEEE; 2022. pp. 1–8. Search in Google Scholar

[7] IBM. What are large language models (LLMs)? [Internet]. Armonk, NY: IBM; 2023 Nov 2 [cited 2025 Apr 20]. Available from: https://www.ibm.com/think/topics/large-language-models. Search in Google Scholar

[8] OpenAI. GPT-4 technical report [Internet]. [Place unknown]: arXiv; 2023 [cited 2025 Apr 20]. Available from: https://arxiv.org/abs/2303.08774. Search in Google Scholar

[9] EuRepoC. Dashboard - EuRepoC: European Repository of Cyber Incidents [Internet]. [Place unknown]: EuRepoC; 2023 Oct 13 [cited 2025 Apr 20]. Available from: https://eurepoc.eu/dashboard/. Search in Google Scholar

[10] Kost E. What is an advanced persistent threat (APT)? [Internet]. Mountain View, CA: UpGuard; 2024 Nov 17 [cited 2025 Apr 20]. Available from: https://www.upguard.com/blog/what-is-an-advanced-persistent-threat. Search in Google Scholar

[11] Conti M, Dargahi T, Dehghantanha A. Cyber threat intelligence: Challenges and opportunities. Adv Inf Secur. 2018;1–6. Search in Google Scholar

[12] Baker K. What is Cyber Threat Intelligence? [Internet]. Austin, TX: CrowdStrike; 2025 Mar 4 [cited 2025 Apr 20]. Available from: https://www.crowdstrike.com/enus/cybersecurity-101/threat-intelligence/. Search in Google Scholar

[13] Hwang YW, Lee IY, Kim H, Lee H, Kim D. Current status and security trend of OSINT. Wirel Commun Mob Comput. 2022;2022:1–14. Search in Google Scholar

[14] MITRE ATT&CK®. APT Groups [Internet]. [Place unknown]: MITRE; [cited 2025 Apr 20]. Available from: https://attack.mitre.org/groups/. Search in Google Scholar

[15] United States. Cybersecurity Act of 2015, 6 U.S.C. §§ 1501–1533, 2015. Search in Google Scholar

[16] United States. Cybersecurity Enhancement Act of 2014, 15 U.S.C. §§ 7421–7430, 2014. Search in Google Scholar

[17] Sun N, Ding M, Jiang J, Xu W, Mo X, Tai Y, Zhang J. Cyber Threat Intelligence Mining for Proactive Cybersecurity defense: A survey and new perspectives. IEEE Commun Surv Tutor. 2023;25(3):1748–1774. Search in Google Scholar

[18] Evangelista JR, Sassi RJ, Romero M, Napolitano D. Systematic literature review to investigate the application of Open Source Intelligence (OSINT) with Artificial Intelligence. J Appl Secur Res. 2020;16(3):345–369. Search in Google Scholar

[19] RapidAPI. RapidAPI [Internet]. [Place unknown]: RapidAPI; [cited 2025 Apr 20]. Available from: https://rapidapi.com/. Search in Google Scholar

[20] RealtimeAPI. Facebook RealtimeAPI [Internet]. [Place unknown]: RapidAPI; [cited 2025 Apr 20]. Available from: https://rapidapi.com/realtimeapi-realtimeapi-default/api/facebook-realtimeapi. Search in Google Scholar

[21] RockApis. LinkedIn API8 [Internet]. [Place unknown]: RapidAPI; [cited 2025 Apr 20]. Available from: https://rapidapi.com/rockapis-rockapis-default/api/linkedin-api8. Search in Google Scholar

[22] AhnKiet N. Facebook Data API2 [Internet]. [Place unknown]: RapidAPI; [cited 2025 Apr 20]. Available from: https://rapidapi.com/tml25092004/api/facebook-data-api2. Search in Google Scholar

[23] davethebeast. Twitter241 [Internet]. [Place unknown]: RapidAPI; [cited 2025 Apr 20]. Available from: https://rapidapi.com/davethebeast/api/twitter241. Search in Google Scholar

[24] Meta. React [Internet]. [Place unknown]: Meta; [cited 2025 Apr 20]. Available from: https://reactjs.org/. Search in Google Scholar

[25] Grinberg M. Flask [Internet]. [Place unknown]: [Publisher unknown]; [cited 2025 Apr 20]. Available from: https://flask.palletsprojects.com/. Search in Google Scholar

[26] Jocher G, et al. YOLOv8 [Internet]. [Place unknown]: Ultralytics; [cited 2025 Apr 20]. Available from: https://docs.ultralytics.com/. Search in Google Scholar

[27] Serengil SI. DeepFace [Internet]. [Place unknown]: [Publisher unknown]; [cited 2025 Apr 20]. Available from: https://github.com/serengil/deepface. Search in Google Scholar

[28] Amazon Web Services, Inc. Amazon Web Services (AWS) [Internet]. [Place unknown]: AWS; [cited 2025 Apr 20]. Available from: https://aws.amazon.com/. Search in Google Scholar

[29] Bier EA, Card SK, Bodnar JW. Entity-based collaboration tools for intelligence analysis. In: IEEE Symposium on Visual Analytics Science and Technology. Columbus, OH, USA: IEEE; 2008. pp. 99–106. Search in Google Scholar

[30] Dawson M, Lieble M, Adeboje A. Open source intelligence: Performing data mining and link analysis to track terrorist activities. In: Information Technology – New Generations. Cham, Switzerland: Springer International Publishing; 2018. pp. 159–163. Search in Google Scholar