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Decentralized and Adaptive K-Means Clustering for Non-IID Data Using HyperLogLog Counters

The data shared over the Internet tends to originate from ubiquitous and autonomous sources such as mobile phones, fitness trackers, and IoT devices. Centralized and federated machine learning solutions represent the predominant way of providing smart services for users. However, moving data to cent...

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Detalles Bibliográficos
Autores principales: Soliman, Amira, Girdzijauskas, Sarunas, Bouguelia, Mohamed-Rafik, Pashami, Sepideh, Nowaczyk, Slawomir
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7206243/
http://dx.doi.org/10.1007/978-3-030-47426-3_27