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

Hijazi, Mohamad Osama; Khalife, Jawad

 
9781636480763: Machine Learning in Cyber Security: Network Traffic Classification based on Class Weight-based K-NN Classifier (CWK-NN)
Couverture souple
ISBN 10 : 1636480764 ISBN 13 : 9781636480763
Editeur : Eliva Press, 2021

Synopsis

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.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
Eliva Press
Date d'édition
2021
Langue
anglais
ISBN 10 
1636480764
ISBN 13 
9781636480763
Reliure
Broché
Nombre de pages
50
Coordonnées du fabricant
non disponible
Personne responsable
non disponible