Dom2Vec - Detecting DGA domains through word embeddings and AI/ML-driven lexicographic analysis
Resumen:
The timely identification of DNS queries to Domain Generation Algorithm (DGA) domains plays a critical role in mitigationg malware propagation and its potential impact, especially in thwarting coordinated botnet activity. We introduce Dom2Vec, an innovative approach for swiftly detecting DGA-generated domains by lveraring lexicographic features exclusively derived from the observed domain names in DNS queries.
2023 | |
DGA Detection Word2Vec TF-IDF n-grams Lexicographic Analysis DNS Machine Learning |
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Inglés | |
Universidad de la República | |
COLIBRI | |
https://hdl.handle.net/20.500.12008/39872 | |
Acceso abierto | |
Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0) |