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Understanding covariate shift in model performance
Three (3) different methods (logistic regression, covariate shift and k-NN) were applied to five (5) internal datasets and one (1) external, publically available dataset where covariate shift existed. In all cases, k-NN’s performance was inferior to either logistic regression or covariate shift. Sur...
Autores principales: | McGaughey, Georgia, Walters, W. Patrick, Goldman, Brian |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
F1000Research
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5070592/ https://www.ncbi.nlm.nih.gov/pubmed/27803797 http://dx.doi.org/10.12688/f1000research.8317.3 |
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