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 nonparametric regression problem is a probability machine that is… (More)
DOI: 10.3414/ME00-01-0052


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