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Binary Classifier Calibration Using a Bayesian Non-Parametric Approach

Learning probabilistic predictive models that are well calibrated is critical for many prediction and decision-making tasks in Data mining. This paper presents two new non-parametric methods for calibrating outputs of binary classification models: a method based on the Bayes optimal selection and a...

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Bibliografische gegevens
Gepubliceerd in:Proc SIAM Int Conf Data Min
Hoofdauteurs: Naeini, Mahdi Pakdaman, Cooper, Gregory F., Hauskrecht, Milos
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: 2015
Onderwerpen:
Online toegang:https://ncbi.nlm.nih.gov/pmc/articles/PMC4657569/
https://ncbi.nlm.nih.gov/pubmed/26613068
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1137/1.9781611974010.24
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