A generalized three-tier hybrid model for classifying unseen (IoT devices) in smart home environments

Data drift caused due to network changes, new device additions, or model degradation alters the patterns learned by ML/DL models, resulting in poor classification performance. This creates the need for a generalized, drift-resilient model that can learn without retraining in dynamic environments. To...

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Bibliographic Details
Main Authors: Waseem, Quadri, Wan Isni Sofiah, Wan Din, Aamir, Muhammad
Format: Article
Language:en
Published: Nature Publishing Group 2025
Subjects:
Online Access:https://umpir.ump.edu.my/id/eprint/45922/1/A%20generalized%20three-tier%20hybrid%20model%20for%20classifying%20unseen%20%28IoT%20devices%29%20in%20smart%20home%20environments.pdf
https://umpir.ump.edu.my/id/eprint/45922/
https://doi.org/10.1038/s41598-025-19303-0
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