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Probability Machines: Consistent Probability Estimation Using Nonparametric Learning Machines

BACKGROUND: Most machine learning approaches only provide a classification for binary responses. However, probabilities are required for risk estimation using individual patient characteristics. It has been shown recently that every statistical learning machine known to be consistent for a nonparame...

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Detalhes bibliográficos
Main Authors: Malley, J. D., Kruppa, J., Dasgupta, A., Malley, K. G., Ziegler, A.
Formato: Artigo
Idioma:Inglês
Publicado em: 2011
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC3250568/
https://ncbi.nlm.nih.gov/pubmed/21915433
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3414/ME00-01-0052
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