Title: Machine Learning Techniques for Characterizing IEEE 802.11b Encrypted Data Streams
Publisher: Creative Media Partners, LLC Mai 2025
Publication Date: 2025
Language: English
ISBN 10: 1025112121
ISBN 13: 9781025112121
Binding: Buch
Condition: Neu
Dimensions: 234 millimeters width by 156 millimeters height by 6 millimeters depth
Weight: 313 grams

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As wireless networks become an increasingly common part of the infrastructure in industrialized nations, the vulnerabilities of this technology need to be evaluated. Even though there have been major advancements in encryption technology, security protocols and packet header obfuscation techniques, other distinguishing characteristics do exist in wireless network traffic. These characteristics include packet size, signal strength, channel utilization and others. Using these characteristics, windows of size 11, 31, and 51 packets are collected and machine learning (ML) techniques are trained to classify applications accessing the 802.11b wireless channel. The four applications used for this study included E-Mail, FTP, HTTP, and Print.

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