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

by Jawad Khalife
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Current price ₹2,733.00
Original price ₹3,185.00
Original price ₹3,185.00
Original price ₹3,185.00
(-14%)
₹2,733.00
Current price ₹2,733.00

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Book cover type: Paperback
  • ISBN13: 9781636480763
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Eliva Press
  • Publisher Imprint: Eliva Press
  • Publication Date:
  • Pages: 52
  • Original Price: USD 32.5
  • Language: English
  • Edition: N/A
  • Item Weight: 82 grams
  • BISAC Subject(s): Security / General

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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