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Machine Learning in Cyber Security

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

Paperback (07 Jan 2021)

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Publisher's 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.

Book information

ISBN: 9781636480763
Publisher: Eliva Press
Imprint: Eliva Press
Pub date:
Language: English
Number of pages: 52
Weight: 82g
Height: 229mm
Width: 152mm
Spine width: 3mm