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Streaming chunk incremental learning for class-wise data stream classification with fast learning speed and low structural complexity

Due to the fast speed of data generation and collection from advanced equipment, the amount of data obviously overflows the limit of available memory space and causes difficulties achieving high learning accuracy. Several methods based on discard-after-learn concept have been proposed. Some methods...

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Detalles Bibliográficos
Autores principales: Junsawang, Prem, Phimoltares, Suphakant, Lursinsap, Chidchanok
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6733468/
https://www.ncbi.nlm.nih.gov/pubmed/31498787
http://dx.doi.org/10.1371/journal.pone.0220624