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

Hijazi, Mohamad Osama; Khalife, Jawad

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

Sinossi

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.

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Editore
Eliva Press
Data di pubblicazione
2021
Lingua
Inglese
ISBN 10 
1636480764
ISBN 13 
9781636480763
Rilegatura
Copertina flessibile
Numero di pagine
50
Contatto del produttore
Manufactured by Amazon on behalf of the author
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