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STatistical Inference Relief (STIR) feature selection

MOTIVATION: Relief is a family of machine learning algorithms that uses nearest-neighbors to select features whose association with an outcome may be due to epistasis or statistical interactions with other features in high-dimensional data. Relief-based estimators are non-parametric in the statistic...

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Detalles Bibliográficos
Autores principales: Le, Trang T, Urbanowicz, Ryan J, Moore, Jason H, McKinney, Brett A
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6477983/
https://www.ncbi.nlm.nih.gov/pubmed/30239600
http://dx.doi.org/10.1093/bioinformatics/bty788