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Adversarial concept drift detection under poisoning attacks for robust data stream mining

Continuous learning from streaming data is among the most challenging topics in the contemporary machine learning. In this domain, learning algorithms must not only be able to handle massive volume of rapidly arriving data, but also adapt themselves to potential emerging changes. The phenomenon of e...

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Detalles Bibliográficos
Autores principales: Korycki, Łukasz, Krawczyk, Bartosz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9162121/
https://www.ncbi.nlm.nih.gov/pubmed/35668720
http://dx.doi.org/10.1007/s10994-022-06177-w