Statistical opportunities, roles, and challenges in network security -- Statistical analysis software -- Network traffic and data -- Network data characteristics -- Exploring network data -- Data reduction -- Models network data for association and prediction -- Measuring user behavior -- Classification based on supervised learning -- Classification based on unsupervised learning -- Decision analysis in network security -- Evaluation.
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"This book aims to provide a guide for applying modern statistical techniques for intrusion detection and prevention, and serve as a reference for individuals such as network administrators, information and network security specialists, IT professionals, IT-related risk analysis and management professionals, and students and researchers who are interested in the use of statistical techniques for network security"--Provided by publisher.