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

Published by Eliva Press, 2021

About this Item

Seller Inventory # ABLING22Oct2817100164628

Bibliographic Details

• Title: Machine Learning in Cyber Security: Network Traffic Classification based on Class Weight-based K-NN Classifier (CWK-NN)
• Publisher: Eliva Press
• Publication Date: 2021
• Language: English
• ISBN 10: 1636480764
• ISBN 13: 9781636480763
• Binding: Soft cover
• Condition: New

About this title

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.