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Abstract
Currently, organizations face an exponential increase in the generation of digital traffic, which saturates security monitoring methods. This study determines how data analysis enables the timely identification of cyberattacks and cyber threats within enterprise networks. A review based on the PRISMA methodology was conducted by consulting databases such as Scopus and IEEE Xplore. More than 40 articles were analyzed using a Boolean search equation that integrated keywords such as Machine Learning, Big Data, and Intrusion Detection. The study analyzed the integration of tools to process large volumes of data in real time, enabling the detection of anomalous patterns that conventional systems often overlook. The implementation of data analysis models is essential to strengthen the cybersecurity posture, transforming network management into a preventive and efficient approach against emerging threats.Downloads
References
1. J. S. Contributor, “Annual Cost of Cybercrime To Reach 10.5 Trillion By 2025,” Jericho Security, Jan. 21, 2026. https://www.jerichosecurity.com/blog/cost-of-cybercrime-to-reach-10.5-trillion-by-2025?hl=es-US
2. Itnews, “Fortinet registró 6.300 millones de intentos de ciberataques en Colombia.” https://itnews.lat/fortinet-registr-6-300-millones-de-intentos-de-ciberataques-en-colombia.html
3. Ali, R., Munir, K., Almutairi, M. S., & Dasehar, R. (2023). Novel class probability features for optimizing network attack detection with machine learning. IEEE Access, 11, 100112-100126. https://doi.org/10.1109/ACCESS.2023.3313596
4. Bilot, T., El Madhoun, N., Al Agha, K., & Zouaoui, A. (2023). Graph neural networks for intrusion detection: A survey. IEEE Access, 11, 49114-49139. https://doi.org/10.1109/ACCESS.2023.3275789
5. Fortinet. (2023). Fortinet registró 6.300 millones de intentos de ciberataques. Technocio. https://www.technocio.com/fortinet-registro-6-300-millones-de-intentos-de-ciberataques/
6. IBM Security. (2023). Cost of a data breach report 2023. IBM Corporation. https://latam.newsroom.ibm.com/2023-08-23-el-costo-promedio-de-una-filtracion-de-datos-en-Latinoamerica-alcanzo-USD-2,46-millones-en-2023
7. Ismail, M. M., Hussain, H., & Khan, A. A. (2022). A machine learning-based classification and prediction technique for DDoS attacks. IEEE Access, 10, 21065-21076. https://doi.org/10.1109/ACCESS.2022.3152577
8. Morgan, S. (2020). Cybercrime to cost the world $10.5 trillion annually by 2025. Cybercrime Magazine / Cybersecurity Ventures. https://cybersecurityventures.com/cybercrime-damage-costs-10-trillion-by-2025/
9. Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., & Moher, D. (2021). The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ, 372, n71. https://doi.org/10.1136/bmj.n71
10. Rakine, I., Okaira, A., El Guemmat, K., et al. (2025). Comprehensive review of intrusion detection techniques: ML and DL in different networks. IEEE Access, 13. https://doi.org/10.1109/ACCESS.2025.3579990
11. Razaulla, S., Fachkha, C., & Markarian, C. (2023). The age of ransomware: A survey on the evolution, taxonomy, and research directions. IEEE Access, 11, 40698-40723. https://doi.org/10.1109/ACCESS.2023.3268535
12. Verma, P., Lemley, J., et al. (2026). CRISP: Cyber-resilient intelligent systems for predicting threats in digital ecosystems. IEEE Access, 14. https://doi.org/10.1109/ACCESS.2026.3658507
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