Machine Learning in Cyber Security: Network Traffic Classification based on Class Weight-based K-NN Classifier (CWK-NN) - Softcover

Hijazi, Mohamad Osama; Khalife, Jawad

Softcover

ISBN 10: 1636480764 ISBN 13: 9781636480763

Verlag: Eliva Press, 2021

Inhaltsangabe

This book is addressed for both seasoned and beginners in the field of machine learning, we included a simple explanation for each idea and then we expanded to all technical details. We started by explaining KNN and all its challenges. Then we introduced a newly discovered dataset deficiency and an enhancement to counter that problem. The field of the experiment was on network traffic classification. We combined the precision of the DPI method and the privacy of blind classifiers, once the model is trained on known traffic flows, then we used the statistical data and the packet header for classification.

Details zur Ausgabe

• Verlag: Eliva Press
• Erscheinungsdatum: 2021
• ISBN 10: 1636480764
• ISBN 13: 9781636480763
• Einband: Tapa blanda
• Sprache: Englisch
• Anzahl der Seiten: 50
• Kontakt zum Hersteller: Nicht verfügbar