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Impact of Missing Value Imputation on Classification for DNA Microarray Gene Expression Data—A Model-Based Study

Many missing-value (MV) imputation methods have been developed for microarray data, but only a few studies have investigated the relationship between MV imputation and classification accuracy. Furthermore, these studies are problematic in fundamental steps such as MV generation and classifier error...

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Detalles Bibliográficos
Autores principales: Sun, Youting, Braga-Neto, Ulisses, Dougherty, EdwardR
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3171429/
https://www.ncbi.nlm.nih.gov/pubmed/20224634
http://dx.doi.org/10.1155/2009/504069