Anomaly Detection in Network Traffic Using Advanced Machine Learning Techniques

Anomaly Detection in Network Traffic Using Advanced Machine Learning Techniques

Anomaly detection in network traffic is a critical aspect of network security, particularly in defending against the increasing sophistication of cyber threats. This study investigates the application of various machine learning models for detecting anomalies in network traffic, specifically focusin...

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Bibliographic Details
Main Authors: Stephanie Ness, Vishwanath Eswarakrishnan, Harish Sridharan, Varun Shinde, Naga Venkata Prasad Janapareddy, Vineet Dhanawat
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Network traffic
network anomaly detection
KDDCup99
machine learning models
isolation forest
naive Bayes
Online Access:https://ieeexplore.ieee.org/document/10833631/
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