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

Jawad Khalife

ISBN 10: 1636480764 / ISBN 13: 9781636480763

Published by Amazon Digital Services LLC - KDP Print US Jan 2021, 2021

About this Item

Neuware.

Seller Inventory # 9781636480763

Bibliographic Details

• Title: Machine Learning in Cyber Security: Network Traffic Classification based on Class Weight-based K-NN Classifier (CWK-NN)
• Publisher: Amazon Digital Services LLC - KDP Print US Jan 2021
• Publication Date: 2021
• Language: English
• ISBN 10: 1636480764
• ISBN 13: 9781636480763
• Binding: Taschenbuch
• Condition: Neu
• Dimensions: 229W x 152H x 3D millimeters 229 millimeters width by 152 millimeters height by 3 millimeters depth
• Weight: 82 grams

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.