Deep Learning Approaches for Predictive Masquerade Detection

• Published in: Security and communication networks Vol. 2018; no. 2018; pp. 1 - 24
• Main Authors: Elmasry, Wisam, Zaim, Abdul Halim, Akbulut, Akhan
• Format: Journal Article
• Language: English
• Published: Cairo, Egypt Hindawi Publishing Corporation 01.01.2018; Hindawi; John Wiley & Sons, Inc
• Subjects: Algorithms; Artificial neural networks; Configurations; Cybersecurity; Datasets; Deep learning; Empirical analysis; False alarms; Intrusion detection systems; Machine learning; Neural networks; Particle swarm optimization; Recurrent neural networks; Support vector machines; UNIX; User behavior

In computer security, masquerade detection is a special type of intrusion detection problem. Effective and early intrusion detection is a crucial factor for computer security. Although considerable work has been focused on masquerade detection for more than a decade, achieving a high level of accura...