SHAP Interpretations of Tree and Neural Network DNS Classifiers for Analyzing DGA Family Characteristics

SHAP Interpretations of Tree and Neural Network DNS Classifiers for Analyzing DGA Family Characteristics

Domain Generation Algorithms (DGA’s) have been employed by botnet orchestrators for controlling infected hosts (bots), while evading detection by performing multiple DNS requests, mostly for non-existing domain names. With blacklists ineffective, modern DGA filtering methods rely on Machi...

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Bibliographic Details
Main Authors: Nikos Kostopoulos, Dimitris Kalogeras, Dimitris Pantazatos, Maria Grammatikou, Vasilis Maglaris
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Cybersecurity
domain generation algorithms (DGA's)
domain name system (DNS)
explainable artificial intelligence (XAI)
machine learning
shapley additive explanation (SHAP)
Online Access:https://ieeexplore.ieee.org/document/10151849/

Internet

https://ieeexplore.ieee.org/document/10151849/

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