Data mining and machine learning in cybersecurity

• Main Author: Dua, Sumeet.
• Other Authors: Du, Xian.
• Format: Electronic
• Language: English
• Published: Boca Raton : Taylor & Francis, 2011.
• Subjects: Data mining.; Machine learning.; Computer security.; Electronic books.
• Online Access: View fulltext via EzAccess

"Introducing basic concepts of machine learning and data mining methodologies for cyber security, this book provides a unified reference for specific machine learning solutions and cybersecurity problems. The authors focus on how to apply machine learning methodologies in cybersecurity, categor...

Table of Contents:

• 1. Introduction
• 2. Classical machine-learning paradigms for data mining
• 3. Supervised learning for misuse/signature detection
• 4. Machine learning for anomaly detection
• 5. Machine learning for hybrid detection
• 6. Machine learning for scan detection
• 7. Machine learning for profiling network traffic
• 8. Privacy-preserving data mining
• 9. Emerging challenges in cybersecurity.