Mapping Review Penerapan Artificial Intelligence pada Cyber Security untuk Meningkatkan Security Awareness
Keywords:
Artificial intelligence (AI), cyber security, mapping review, NIST, security awarenessAbstract
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
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2024 Seminar Nasional Sistem Informasi dan Teknologi (SISFOTEK)
This work is licensed under a Creative Commons Attribution 4.0 International License.
http://creativecommons.org/licenses/by/4.0