Advanced Cyber Threat Detection: Big Data-Driven AI Solutions in Complex Networks
Keywords:
Cybersecurity, Artificial Intelligence, Big Data Analytics, Threat Detection, Network SecurityAbstract
In the rapidly evolving digital landscape, cybersecurity has become increasingly critical, especially within complex network environments. This research presents the development of a cyber threat detection system that leverages Artificial Intelligence (AI) and Big Data analytics to enhance accuracy and speed in identifying and responding to cyber threats. The system was evaluated through rigorous testing, demonstrating a high detection accuracy of 95\% for malware and unauthorized access attempts, along with an impressive detection speed of 2 seconds on average for most threats. Additionally, the system exhibited strong scalability, maintaining optimal performance even with increasing network complexity. These findings underscore the system's robustness and practical applicability in real-world scenarios. However, further refinement is suggested to improve anomaly detection and reduce response times for more complex threats. This study contributes valuable insights into the integration of AI and Big Data in cybersecurity, providing a scalable and effective solution for protecting critical network infrastructures.
References
H. Sulistiani, A. Yuliani, F. Hamidy et al., “Perancangan sistem informasi akuntansi upah lembur karyawan menggunakan extreme programming,” Technomedia Journal, vol. 6, no. 1 Agustus, pp. 1–14, 2021.
T. Hariguna, Y. Durachman, M. Yusup, and S. Millah, “Blockchain technology transformation in advanc- ing future change,” Blockchain Frontier Technology, vol. 1, no. 01, pp. 13–20, 2021.
I. Sembiring, U. Rahardja, D. Manongga, Q. Aini, and A. Wahab, “Enhancing aiku adoption: Insights from the role of habit in behavior intention,” Aptisi Transactions on Technopreneurship (ATT), vol. 6, no. 1, pp. 84–108, 2024.
M. Annas, T. Handra, C. S. Bangun, U. Rahardja, and N. Septiani, “Reward and promotion: Sustainable value of post pandemic efforts in medical cold-supply chain,” Aptisi Transactions on Technopreneurship (ATT), vol. 6, no. 1, pp. 109–118, 2024.
H. Haryani, S. M. Wahid, A. Fitriani et al., “Analisa peluang penerapan teknologi blockchain dan gam- ifikasi pada pendidikan,” Jurnal MENTARI: Manajemen, Pendidikan dan Teknologi Informasi, vol. 1, no. 2, pp. 163–174, 2023.
E. Sana, A. Fitriani, D. Soetarno, M. Yusuf et al., “Analysis of user perceptions on interactive learning platforms based on artificial intelligence,” CORISINTA, vol. 1, no. 1, pp. 26–32, 2024.
L. K. Choi, N. Iftitah, and P. Angela, “Developing technopreneur skills to face future challenges,” IAIC Transactions on Sustainable Digital Innovation (ITSDI), vol. 5, no. 2, pp. 127–135, 2024.
W. Setyowati, R. Widayanti, and D. Supriyanti, “Implementation of e-business information system in indonesia: Prospects and challenges,” International Journal of Cyber and IT Service Management, vol. 1, no. 2, pp. 180–188, 2021.
D. Nugroho and P. Angela, “The impact of social media analytics on sme strategic decision making,” IAIC Transactions on Sustainable Digital Innovation (ITSDI), vol. 5, no. 2, pp. 169–178, 2024.
I. Amsyar, E. Christopher, A. Dithi, A. N. Khan, and S. Maulana, “The challenge of cryptocurrency in the era of the digital revolution: A review of systematic literature,” Aptisi Transactions on Technopreneurship (ATT), vol. 2, no. 2, pp. 153–159, 2020.
A. Argani and W. Taraka, “Pemanfaatan teknologi blockchain untuk mengoptimalkan keamanan sertifikat pada perguruan tinggi,” ADI Bisnis Digit. Interdisiplin J, vol. 1, no. 1, pp. 10–21, 2020.
A. S. Bist, V. Agarwal, Q. Aini, and N. Khofifah, “Managing digital transformation in marketing:” fusion of traditional marketing and digital marketing”,” International Transactions on Artificial Intelligence, vol. 1, no. 1, pp. 18–27, 2022.
U. Rahardja, “The economic impact of cryptocurrencies in indonesia,” ADI Journal on Recent Innovation, vol. 4, no. 2, pp. 194–200, 2023.
R. Hardjosubroto, U. Rahardja, N. A. Santoso, and W. Yestina, “Penggalangan dana digital untuk yayasan disabilitas melalui produk umkm di era 4.0,” ADI Pengabdian Kepada Masyarakat, vol. 1, no. 1, pp. 1–13, 2020.
R. Sivaraman, M.-H. Lin, M. I. C. Vargas, S. I. S. Al-Hawary, U. Rahardja, F. A. H. Al-Khafaji, E. V. Golubtsova, and L. Li, “Multi-objective hybrid system development: To increase the performance of diesel/photovoltaic/wind/battery system.” Mathematical Modelling of Engineering Problems, vol. 11, no. 3, 2024.
Q. Aini, D. Manongga, U. Rahardja, I. Sembiring, and Y.-M. Li, “Understanding behavioral intention to use of air quality monitoring solutions with emphasis on technology readiness,” International Journal of Human–Computer Interaction, pp. 1–21, 2024.
R. Supriati, E. R. Dewi, D. Supriyanti, N. Azizah et al., “Implementation framework for merdeka belajar kampus merdeka (mbkm) in higher education academic activities,” IAIC Transactions on Sustainable Digital Innovation (ITSDI), vol. 3, no. 2, pp. 150–161, 2022.
N. N. Halisa, “Peran manajemen sumber daya manusia” sistem rekrutmen, seleksi, kompetensi dan pelati- han” terhadap keunggulan kompetitif: Literature review,” ADI Bisnis Digital Interdisiplin Jurnal, vol. 1, no. 2 Desember, pp. 14–22, 2020.
Z. Kedah, “Use of e-commerce in the world of business,” Startupreneur Business Digital (SABDA Jour- nal), vol. 2, no. 1, pp. 51–60, 2023.
D. A. Kurniawan and A. Z. Santoso, “Pengelolaan sampah di daerah sepatan kabupaten tangerang,” ADI Pengabdian Kepada Masyarakat, vol. 1, no. 1, pp. 31–36, 2020.
T. Alam, “Cloud computing and its role in the information technology,” IAIC Transactions on Sustainable Digital Innovation (ITSDI), vol. 1, no. 2, pp. 108–115, 2020.
N. Lutfiani and L. Meria, “Utilization of big data in educational technology research,” International Trans- actions on Education Technology, vol. 1, no. 1, pp. 73–83, 2022.
B. Rawat, N. Mehra, A. S. Bist, M. Yusup, and Y. P. A. Sanjaya, “Quantum computing and ai: Impacts & possibilities,” ADI Journal on Recent Innovation, vol. 3, no. 2, pp. 202–207, 2022.
A. Ruangkanjanases, A. Khan, O. Sivarak, U. Rahardja, and S.-C. Chen, “Modeling the consumers’ flow experience in e-commerce: The integration of ecm and tam with the antecedents of flow experience,” SAGE Open, vol. 14, no. 2, p. 21582440241258595, 2024.
A. H. Arribathi, D. Supriyanti, E. Astriyani, and A. Rizky, “Peran teknologi informasi dalam pendidikan agama islam untuk menghadapi tantangan di era global dan generasi z,” Alfabet Jurnal Wawasan Agama Risalah Islamiah, Teknologi Dan Sosial, vol. 1, no. 1, pp. 55–64, 2021.
M. Kamil, Y. Muhtadi, B. M. Sentosa, and S. Millah, “Tindakan operasionalisasi pemahaman sains dan teknologi terhadap islam,” Alfabet Jurnal Wawasan Agama Risalah Islamiah, Teknologi dan Sosial, vol. 1, no. 1, pp. 16–25, 2021.
D. Bennet, S. A. Anjani, O. P. Daeli, D. Martono, and C. S. Bangun, “Predictive analysis of startup ecosystems: Integration of technology acceptance models with random forest techniques,” CORISINTA, vol. 1, no. 1, pp. 70–79, 2024.
U. Raharja, Y. P. Sanjaya, T. Ramadhan, E. A. Nabila, and A. Z. Nasution, “Revolutionizing tourism in smart cities: Harnessing the power of cloud-based iot applications,” CORISINTA, vol. 1, no. 1, pp. 41–52, 2024.
R. M. Thamrin, E. P. Harahap, A. Khoirunisa, A. Faturahman, and K. Zelina, “Blockchain-based land certificate management in indonesia,” ADI journal on recent innovation, vol. 2, no. 2, pp. 232–252, 2021.
D. Manongga, U. Rahardja, I. Sembiring, N. Lutfiani, and A. B. Yadila, “Dampak kecerdasan buatan bagi pendidikan,” ADI Bisnis Digital Interdisiplin Jurnal, vol. 3, no. 2, pp. 110–124, 2022.
M. Wahyudi, V. Meilinda, and A. Khoirunisa, “The digital economy’s use of big data,” International Transactions on Artificial Intelligence, vol. 1, no. 1, pp. 62–70, 2022.
E. S. N. Aisyah, M. Hardini, B. Riadi et al., “Peran teknologi dalam pendidikan agama islam pada glob- alisasi untuk kaum milenial (pelajar),” Alfabet Jurnal Wawasan Agama Risalah Islamiah, Teknologi dan Sosial, vol. 1, no. 1, pp. 65–74, 2021.
D. S. Wuisan and T. Handra, “Maximizing online marketing strategy with digital advertising,” Star- tupreneur Business Digital (SABDA Journal), vol. 2, no. 1, pp. 22–30, 2023.
A. Leffia, S. A. Anjani, M. Hardini, S. V. Sihotang, and Q. Aini, “Corporate strategies to improve platform economic performance: The role of technology, ethics, and investment management,” CORISINTA, vol. 1, no. 1, pp. 16–25, 2024.
A. G. Prawiyogi, A. S. Anwar et al., “Perkembangan internet of things (iot) pada sektor energi: Sistematik literatur review,” Jurnal MENTARI: Manajemen, Pendidikan dan Teknologi Informasi, vol. 1, no. 2, pp. 187–197, 2023.
E. N. Pratama, E. Suwarni, and M. A. Handayani, “The effect of job satisfaction and organizational commitment on turnover intention with person organization fit as moderator variable,” Aptisi Transactions on Management, vol. 6, no. 1, pp. 74–82, 2022.
B. Rawat, S. Purnama et al., “Mysql database management system (dbms) on ftp site lapan bandung,”
International Journal of Cyber and IT Service Management, vol. 1, no. 2, pp. 173–179, 2021.
N. Ramadhona, A. A. Putri, and D. S. S. Wuisan, “Students’ opinions of the use of quipper school as an online learning platform for teaching english,” International Transactions on Education Technology, vol. 1, no. 1, pp. 35–41, 2022.
H. Nusantoro, P. A. Sunarya, N. P. L. Santoso, and S. Maulana, “Generation smart education learning process of blockchain-based in universities,” Blockchain Frontier Technology, vol. 1, no. 01, pp. 21–34, 2021.
