Mapping Review Penerapan Artificial Intelligence pada Cyber Security untuk Meningkatkan Security Awareness

Authors

  • I Putu Agus Eka Pratama Universitas Udayana
  • I Made Oka Widyantara Universitas Udayana
  • Linawati Universitas Udayana
  • Nyoman Gunantara Universitas Udayana

Keywords:

Artificial intelligence (AI), cyber security, mapping review, NIST, security awareness

Abstract

The rapid development of information technology (IT), on the one hand, has the potential to increase the number of cyber attacks, so cyber security needs to be handled properly. As the weakest element, efforts are needed to increase cyber security awareness on the user side. Artificial intelligence (AI), which is increasingly developing and widely applied in various fields of life, has the potential to be used to increase security awareness in users. To study this further, a literature study, review, and mapping analysis were conducted from a number of references in order to obtain an overview of the potential and future research plans related to the use of AI in cyber security for security awareness along with providing recommendations. This study conducted a study and analysis using the mapping review method on 37 selected papers indexed by Google Scholar, referring to the NIST (National Institute of Standards and Technology) framework. The results of the mapping review show that the mapping of publications related to the application of AI to cyber security to increase security awareness is the most in 2024, with the most trends being education/training, and the most widely used AI method is deep learning. This study recommends education and deep learning as areas that can be taken for future research related to the application of AI to cyber security.

References

Badan Siber dan Sandi Negara (BSSN), 2023. Lanskap Keamanan Siber Indonesia 2023. [Online] (Updated 10 Des 2023). Tersedia di: https://www.bssn.go.id/wp-content/uploads/2024/03/Lanskap-Keamanan-Siber-Indonesia-2023.pdf [Accessed 25 September 2024].

Tashfiq, R., et al., 2021, Human Factors in Cybersecurity: A Scoping Review. 12th Int. Conf. Adv. Inf. Technol. IAIT2021 2021, 2021, doi: https://doi.org/10.1145/3468784.3468789.

Quintero, B., Santiago, and Angel M.R., 2020, A New Proposal on the Advanced Persistent Threat: A Survey. Applied Sciences 10, no. 11: 3874. https://doi.org/10.3390/app10113874

Yuliana, Y., 2022. The Importance of Cybersecurity Awareness for Children. Lampung J. Int. Law 4, 39–46. https://doi.org/10.25041/lajil.v4i1.2526

Balsano, C, et al., 2023. Artificial Intelligence and liver: Opportunities and barriers. Dig. Liver Dis. 55, 1455–1461. https://doi.org/10.1016/j.dld.2023.08.048a

Ramanpreet K., Dusan G., and Tomaz K., 2023, Artificial intelligence for cybersecurity: Literature review and future research directions. Information Fusion, Vol.97, pp.1566-2535.

National Institute of Standards and Technology (NIST), 2024. The NIST Cybersecurity Framework (CSF) 2.0. [Online] (Updated 26 Feb 2024). Tersedia di: https://nvlpubs.nist.gov/nistpubs/CSWP/NIST.CSWP.29.pdf [Accessed 25 September 2024].

Maryam A.N., Faisal M.N., Rana S. and Lamay B.S., 2022, A systematic mapping review exploring 10 years of research on supply chain resilience and reconfiguration, International Journal of Logistics Research and Applications, Volume 25, 2022, Issue 8. https://doi.org/10.1080/13675567.2021.1893288

Kiki N.I.S., Yusuf S.N., 2023, Systematic Mapping Study Terhadap Penerapan System Usability Scale Untuk Evaluasi Tingkat Kegunaan Perangkat Lunak. Seminar Riset Mahasiswa Computer and Electrical (SERIMA-CE), Vol.1, No.1.

Armauliza S., 2018, Aplikasi Systematic Mapping Review Sebagai Upaya Pengukuran Efektivitas Pembangunan Desa Pesisir Natuna. JIP (Jurnal Ilmu Pemerintahan): Kajian Ilmu Pemerintahan dan Politik Daerah, Vol.3, No.2. https://doi.org/10.24905/jip.3.2.2018.149-170

Xiangying L., et al., 2024. Application of Artificial Intelligence Technology in Electromechanical Information Security Situation Awareness System, Scalable Computing Practice and Experience, Vol.25, No.1. pp. 127-136. DOI: 10.12694/scpe.v25i1.2280

Ayobami P.O, et al., 2024, Leveraging AI-driven training programs for enhanced organizational security awareness, 1 Department of Computer Science, Western Illinois University, United States of America. International Journal of Science and Research Archive, Vol.13, No.1. pp.301-311. DOI: https://doi.org/10.30574/ijsra.2024.13.1.1649

Shadi J., Jeremy M., Zeina B., 2024, AI-Driven Customized Cyber Security Training and Awareness, in 2024 IEEE 3rd International Conference on AI in Cybersecurity (ICAIC). DOI: 10.1109/ICAIC60265.2024.10433829

Schreiber, A., and Schreiber, I., 2024, Bridging knowledge gap: the contribution of employees awareness of AI cyber risks comprehensive program to reducing emerging AI digital threats. Information and Computer Security. https://doi.org/10.1108/ICS-10-2023-0199

Anrie S., et al., 2024, Enhancing Personal Data Security Awareness and Vigilance on Social Media Platforms. ABDIMAS: Jurnal Pengabdian Masyarakat, Vol.7, No.2, pp.650–654. https://doi.org/10.35568/abdimas.v7i2.4700

Micha? I., 2024, Secuity Management in the Face of Civilizational Awareness of the Digital World: a Theoretical Approach, Scientific Papers of Silesian University of Technology, Organization and Management Series, 197. http://dx.doi.org/10.29119/1641-3466.2024.197.9

Akor, A., et al., 2024. Cybersecurity Awareness: Leveraging Emerging Technologies in the Security and Management of Libraries in Higher Education Institutions. Southern African Journal of Security. https://doi.org/10.25159/3005-4222/16671.a

Loh, P.K.K., Lee, A.Z.Y., and Balachandran, V., 2024, Towards a Hybrid Security Framework for Phishing Awareness Education and Defense. Future Internet, Vol.16, No.86. https://doi.org/10.3390/fi16030086

Amreen A.M. Sharif, and Jaflah A., 2024, Development of Cyber Security Awareness and Education Framework. International Journal of Computing and Digital Systems. http://dx.doi.org/10.12785/ijcds/XXXXXX

Adib H., Mohamed K.A., and Mustafa A.A., 2024, Artificial Intelligence Trust, Risk and Security Management (AI TRiSM): Frameworks, applications, challenges and future research directions. Expert Systems with Applications, Vol.240, https://doi.org/10.1016/j.eswa.2023.122442.

Ahmed M.A., 2024, Behind the digital veil: decoding the influence of HR training oninformation security awareness in Saudi Arabia. Cogent Business and ManageMent, VoL.11, no.1. https://doi.org/10.1080/23311975.2024.2395430

Mateo S., 2024, Enhancing Security in Industrial Application Development: Case Study on Self-Generating Artificial Intelligence Tools. Appl. Sci, 14, 3780. https://doi.org/10.3390/app14093780

Mitesh G.P., et al., 2023, Benefits Of Using Cyber Security Automation With The Advent Of Artificial Intelligence And Machine Learning. Educational Administration: Theory and Practice, Vol.30, No.1, https://doi.org/10.53555/kuey.v30i1.7166

Merve, O.O., et al., 2024, A Comprehensive Survey: Evaluating the Efficiency of Artificial Intelligence and Machine Learning Techniques on Cyber Security Solutions. IEEE Access. DOI: 10.1109/ACCESS.2024.3355547

Angafor, G.N., Yevseyeva, I. and Maglaras, L., 2024, Securing the remote office: reducing cyber risks to remote working through regular security awareness education campaigns. Int. J. Inf. Secur., Vol.23, pp.1679–1693. https://doi.org/10.1007/s10207-023-00809-5

Saif A.D.Q., et al., 2024, Navigating Cybersecurity Training: A Comprehensive Review, arXiv:2401.11326, https://doi.org/10.48550/arXiv.2401.11326

Aized A.S., et al., 2023, Securing the Internet of Things: A Comprehensive Review of Security Challenges and Artificial Intelligence Solutions, Foundation University Journal of Engineering and Applied Sciences, Vol 4 No 2. DOI: https://doi.org/10.33897/fujeas.v4i2.779

Al F.H.H.M., 2024, Awareness of cyber security aspects in distance education. Journal of Pedagogical Sociology and Psychology, Vol.6, No.1, pp. 77-88. https://doi.org/10.33902/jpsp.202424403

Penghao L., et al., 2024, Enhancing Security in DevOps by Integrating Artificial Intelligence and Machine Learning. JTPES, Vol.4, No.02. DOI: https://doi.org/10.53469/jtpes.2024.04(02).05

Fadhila T., et al., 2024, Advancing UAV security with artificial intelligence: A comprehensive survey of techniques and future directions. Internet of Things, Volume 27. https://doi.org/10.1016/j.iot.2024.101281

Morgan D., et al., 2024, Information Security Awareness in the Insurance Sector: Cognitive and Internal Factors and Combined Recommendations. Information, Vol.15, No.8. https://doi.org/10.3390/info15080505

Richard M., Jacob K., and Thomas L., 2024, SoK: How Artificial-Intelligence Incidents Can Jeopardize Safety and Security. In Proceedings of the 19th International Conference on Availability, Reliability and Security (ARES '24). https://doi.org/10.1145/3664476.3664510

David K., et al., 2023, A Survey and Perspective on Artificial Intelligence for Security-Aware Electronic Design Automation. ACM Trans. Des. Autom. Electron. Syst. 28, 2, Article 16. https://doi.org/10.1145/3563391

Al M., Alaa A., and Areej., 2023, Machine-Learning-based User Behavior Classification for Improving Security Awareness Provision. International Journal of Advanced Computer Science and Applications, Vol.14, Iss.8. DOI:10.14569/IJACSA.2023.0140819

Sunriz I., et al., 2023, Artificial Intelligence for CyberSecurity: Impact, Limitations, and Future Research Directions. Journal of Emerging Trends and Novel Research (JETNR), Volume,1, Issue.12.

Shchavinsky, Y.V., et al., 2023, Application of Artificial Intelligence for Improving Situationl Training of Cybersecurity Specialists, Information Technologies and Learning Tools, Vol.97, Iss.5. pp.215-226. DOI:10.33407/itlt.v97i5.5424

Dinesh K., et al., 2023, Phishing Detection Implementation using Databricks and Artificial Intelligence. International Journal of Computer Applications, Volume 185, No.11. DOI: 10.5120/ijca2023922764

Mazhar, T., et al., 2023, Analysis of IoT Security Challenges and Its Solutions Using Artificial Intelligence. Brain Sci., Vol.13, No.683. https://doi.org/10.3390/brainsci13040683

L. Zhou, 2022, Research on University Security Platform Based on Artificial Intelligence. in 3rd International Conference on Electronic Communication and Artificial Intelligence (IWECAI), Zhuhai, China, pp.297-300. doi: 10.1109/IWECAI55315.2022.00063.

Trim, P.R.J., and Yang I.L., 2022. Combining Sociocultural Intelligence with Artificial Intelligence to Increase Organizational Cyber Security Provision through Enhanced Resilience. Big Data and Cognitive Computing 6, no.4. https://doi.org/10.3390/bdcc6040110

Binny N., et al., 2022, Survey and State of the Art: The impacts of artifcial intelligence techniques in augmentation of cybersecurity: a comprehensive review. Complex and Intelligent Systems, 8. https://doi.org/10.1007/s40747-021-00494-8

Al A.B.O., Alsuwat H., and Alsuwat, E., 2021, Human Factor and Artificial Intelligence: For future software security to be invincible, a confronting comprehensive survey. International Journal of Computer Science and Network Security, Vol.21, No.6. pp.245-251. doi: 10.22937/IJCSNS.2021.21.6.32.

Gasiba T.E., et al., 2021, Raising Security Awareness Using Cybersecurity Challenges in Embedded Programming Courses, in International Conference on Code Quality (ICCQ), Moscow, Russia, pp. 79-92. doi: 10.1109/ICCQ51190.2021.9392965.

Mehra A., and Badotra S., 2021, Artificial Intelligence Enabled Cyber Security, in 6th International Conference on Signal Processing, Computing and Control (ISPCC), Solan, India. pp. 572-575. doi: 10.1109/ISPCC53510.2021.9609376.

Gasiba E.T., Lechner U., and Pinto A.M., 2020, Sifu: a cybersecurity awareness platform with challenge assessment and intelligent coach. Cybersecur, Vol.3, No.24. https://doi.org/10.1186/s42400-020-00064-4

Hongqin Z., 2019, Research on Information Security Situation Awareness System Based on Big Data and Artificial Intelligence Technology, in 11th International Conference on Measuring Technology and Mechatronics Automation (ICMTMA), Qiqihar, China. pp.568-573. doi: 10.1109/ICMTMA.2019.00131

Li, J., 2018, Cyber security meets artificial intelligence: a survey. Frontiers Inf Technol Electronic Eng, Vol.19. pp.1462-1474. https://doi.org/10.1631/FITEE.1800573

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Published

2024-10-26

How to Cite

I Putu Agus Eka Pratama, I Made Oka Widyantara, Linawati, & Nyoman Gunantara. (2024). Mapping Review Penerapan Artificial Intelligence pada Cyber Security untuk Meningkatkan Security Awareness . Prosiding SISFOTEK, 8(1), 343 - 350. Retrieved from http://seminar.iaii.or.id/index.php/SISFOTEK/article/view/513

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Section

Sistem Informasi dan Teknologi