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Sudaryono Sudaryono
Universitas Raharja
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Journal : Journal of Computer Science and Technology Application

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Artificial Intelligence in Predictive Cybersecurity: Developing Adaptive Algorithms to Combat Emerging Threats Sudaryono, Sudaryono; Pratomo, Rusdi; Ramadan, Ahmad; Ahsanitaqwim, Ridhuan; Fletcher, Eamon
CORISINTA Vol 2 No 1 (2025): February
Publisher : Pandawan Sejahtera Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33050/corisinta.v2i1.55

Abstract

The exponential growth of digital systems has introduced significant cybersecurity challenges, exposing vulnerabilities to increasingly sophisticated threats. Traditional security measures, which rely on static and signature-based methods, often fail to adapt to the dynamic nature of cyberattacks, highlighting the need for innovative solutions. This study aims to develop and evaluate adaptive algorithms in predictive cybersecurity, leveraging Artificial Intelligence (AI) to combat emerging threats such as zero-day exploits and advanced persistent threats (APTs). A simulation-based research design was employed, integrating reinforcement learning frameworks like Deep Q-Learning and utilizing datasets such as CICIDS2017 and synthetic data for zero-day threat simulations. The results show that adaptive algorithms achieved 94.8% detection accuracy, reduced false positives by 54.5%, and improved response times by 53.1%, significantly outper forming static models. Additionally, the adaptive systems demonstrated superiorcapacity to identify novel threats in simulated attack scenarios. These findings underscore the potential of adaptive AI algorithms to revolutionize predictive cybersecurity by offering dynamic, real-time responses to evolving threats. Despite their computational demands posing challenges for smaller organizations, integrating techniques such as adversarial training and robust anomaly detection can enhance resilience. That adaptive algorithms can enhance the resilience and reliability of cybersecurity systems, advocating for future integration with technologies like blockchain and edge computing to address scalability and latency issues. These advancements pave the way for more robust and proactive cybersecurity defenses in an increasingly interconnected digital landscape.
Co-Authors Abdullah Dwi Srenggini Abdurrohman, Asep Achmad Djunaedi Adam Faturahman Ahsanitaqwim, Ridhuan Alfiah Khoirunisa Arif Dwi Santoso Aris Martono Arnindya Afifah Urfan Aryadi Aryadi Aryani, Ine Kusuma Asifudin, Nur Asri , Asri Astani, Rafif Febroaldo Baehaqi Bakti Setiawan Bertilia Lina Kusrina Darmono Desrianti, Dewi Immaniar Desy Apriani Dimas Wihardyanto Djoko Suryo E Pradipto, E Efana Rahwanto Ekawarna Ekawarna, Ekawarna Ella Wulandari Englista, Linda Evan Euis Nurninawati Farida Haryati Fewana, Detri Firman Hanafi Fitra Putri Oganda Fletcher, Eamon Giandari Maulani, Giandari Gusmiyeni Gusmiyeni Harjito - Heddy SA Putra, Heddy SA Henderi . Hendra Manurung, Hendra Herdiansah, Arief Heri Hermanto Hermawan, Dede Augustira Ika Septiana Ikhwanuddin Mawardi Ilma, Awla Akbar Imam Indratno INA HELENA AGUSTINA Indri Handayani, Indri Ira Tyas Ningrum Iskandar, Doddy Aditya Jessica Yastri, Marisca Joko Dewanto Joko Prayitno Susanto Kawik Sugiana, Kawik Ketut Gunawan Khoirunisa, Alfiah Kuswardani Kuswardani, Kuswardani Lestari, Arena Lestari, Karunia Suci Linda Evan Englista M. Baiquni M. Junaidi Maisuri Tri Dayanti Maizar Karim Manzahri, Manzahri Marviola Hardini Maulida, Shohifa Nadia Moeins, Anoesyirwan Muhammad Iksan, Muhammad Muhammad Rachman Mulyandi Muhammad Sani Roychansyah Mujiyono Wiryotinoyo Mukhtarom, Asrori Nanang Sutisna Nanang Sutisna Nazla Maharani Umaya Ninda Lutfiani Nindyo Soewarno Nugraha, Rizal Fitrah Nuke Puji Lestari Santoso Nurdiyanto, Heri Nurmalasari, Yanti Nursohit, Nursohit Padeli Padeli Pannyiwi, Rahmat Patimah Patimah Po Abas Sunarya Pramono, Bayu Praptiwi, Wahyu Kharina Pratomo, Rusdi Prihastuti Prihastuti Purnawan Purnawan Qurotul Aini Rachmawati Rachmawati Ramadan, Ahmad Ratna Komala Ridwan Alberto Pandiangan Rochmawati Rochmawati Rochmawati Rochmawati Sari, Herva Emilda Setia Naka Andrian Setianingrum, Lutfi Siti Fatimah Siti Maesaroh Siti Zubaidah Sri Rahmi Yunianti Sri Sapto Darmawati Sulistio Putra, Kukuh Andriawan Sunarya, Lusyani Susanto, Tofan Sutarno Sutarno Suwahyo - Tarisya Ramadhan Tri Rahayu Triscova, Valentina Untung Rahardja VG Sri Rejeki Wibowo, Satrio HB Wijanarko, A. Wulansari, Yunita Yoyok T. W. Subroto, Yoyok T. W. Yundari, Yundari