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

Hijazi, Mohamad Osama; Khalife, Jawad

ISBN 10: 1636480764 / ISBN 13: 9781636480763

Editore: Eliva Press, 2021

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Codice articolo ABLING22Oct2817100164628

Dati bibliografici

• Titolo: Machine Learning in Cyber Security: Network Traffic Classification based on Class Weight-based K-NN Classifier (CWK-NN)
• Editore: Eliva Press
• Data di pubblicazione: 2021
• Lingua: Inglese
• ISBN 10: 1636480764
• ISBN 13: 9781636480763
• Rilegatura: Brossura
• Condizione: New

Descrizione articolo

Riassunto

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.