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Transfer Learning Auto-Encoder Neural Networks for Anomaly Detection of DDoS Generating IoT Devices

Machine Learning based anomaly detection ap- proaches have long training and validation cycles. With IoT devices rapidly proliferating, training anomaly models on a per device basis is impractical. This work explores the “transfer- ability” of a pre-trained autoencoder model across devices of simila...

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Detalhes bibliográficos
Main Authors: Unsub Shafiq, Muhammad Khuram Shahzad, Muhammad Anwar, Qaisar Shaheen, Muhammad Shiraz, Abdullah Gani
Formato: Artigo
Idioma:Inglês
Publicado em: Hindawi-Wiley 2022-01-01
Colecção:Security and Communication Networks
Acesso em linha:http://dx.doi.org/10.1155/2022/8221351
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