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Binary Classifier Calibration using an Ensemble of Near Isotonic Regression Models

Learning accurate probabilistic models from data is crucial in many practical tasks in data mining. In this paper we present a new non-parametric calibration method called ensemble of near isotonic regression (ENIR). The method can be considered as an extension of BBQ [20], a recently proposed calib...

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Bibliographic Details
Published in:Proc IEEE Int Conf Data Min
Main Authors: Naeini, Mahdi Pakdaman, Cooper, Gregory F.
Format: Artigo
Language:Inglês
Published: 2017
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC5351887/
https://ncbi.nlm.nih.gov/pubmed/28316511
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/ICDM.2016.0047
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