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Imbalanced biomedical data classification using self-adaptive multilayer ELM combined with dynamic GAN

BACKGROUND: Imbalanced data classification is an inevitable problem in medical intelligent diagnosis. Most of real-world biomedical datasets are usually along with limited samples and high-dimensional feature. This seriously affects the classification performance of the model and causes erroneous gu...

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Detalles Bibliográficos
Autores principales: Zhang, Liyuan, Yang, Huamin, Jiang, Zhengang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6280414/
https://www.ncbi.nlm.nih.gov/pubmed/30514298
http://dx.doi.org/10.1186/s12938-018-0604-3