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An oversampling method for imbalanced data based on spatial distribution of minority samples SD-KMSMOTE

With the rapid expansion of data, the problem of data imbalance has become increasingly prominent in the fields of medical treatment, finance, network, etc. And it is typically solved using the oversampling method. However, most existing oversampling methods randomly sample or sample only for a part...

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Detalles Bibliográficos
Autores principales: Yang, Wensheng, Pan, Chengsheng, Zhang, Yanyan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9546831/
https://www.ncbi.nlm.nih.gov/pubmed/36207460
http://dx.doi.org/10.1038/s41598-022-21046-1