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CyberEduPlatform: an educational tool to improve cybersecurity through anomaly detection with Artificial Intelligence
Iván Ortiz-Garcés1, Jaime Govea1, Santiago Sánchez-Viteri2
1Escuela de Ingeniería en Ciberseguridad, Facultad de Ingenierías y Ciencias Aplicadas, Universidad de Las Américas, Quito, Pichincha, Ecuador.
Peerj. Computer Science
|July 10, 2024
Summary
Artificial intelligence (AI) effectively detects network anomalies for cybersecurity. However, integrating AI with user education is vital for robust defense against evolving cyber threats.
Area of Science:
- Cybersecurity
- Artificial Intelligence
- Network Traffic Analysis
- Information Security Education
Background:
- The digital era faces escalating cyber threats, impacting individuals and organizations.
- Traditional security measures are challenged by the sophistication and volume of cyberattacks.
- University networks are vulnerable targets requiring advanced protection strategies.
Purpose of the Study:
- To evaluate artificial intelligence (AI) for detecting network traffic anomalies in a university setting.
- To assess the efficacy of automated detection of unusual network activities.
- To emphasize the role of cybersecurity awareness and education in threat mitigation.
Main Methods:
- Extensive simulations were conducted to test AI model performance.
- Advanced artificial intelligence models were employed for anomaly detection.
- A cybersecurity education platform, CyberEduPlatform, was introduced to enhance user awareness.
Main Results:
- AI models demonstrated high precision in identifying network anomalies and unconventional activities.
- Simulations confirmed the potential of AI in real-time threat detection.
- CyberEduPlatform showed promise in improving users' understanding of cyber risks.
Conclusions:
- An integrated approach combining AI-driven anomaly detection and cybersecurity education is essential.
- AI enhances network security, but human awareness remains a critical component of defense.
- Continuous development of both technological solutions and educational strategies is necessary for comprehensive cybersecurity.
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