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Characterization of the Effectiveness of Reporting Lists of Small Feature Sets Relative to the Accuracy of the Prior Biological Knowledge

When confronted with a small sample, feature-selection algorithms often fail to find good feature sets, a problem exacerbated for high-dimensional data and large feature sets. The problem is compounded by the fact that, if one obtains a feature set with a low error estimate, the estimate is unreliab...

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Detalles Bibliográficos
Autores principales: Zhao, Chen, Bittner, Michael L., Chapkin, Robert S., Dougherty, Edward R.
Formato: Texto
Lenguaje:English
Publicado: Libertas Academica 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2865771/
https://www.ncbi.nlm.nih.gov/pubmed/20458361