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Relationship between Brier score and area under the binormal ROC curve
Ikeda, Mitsuru
池田, 充
Ishigaki, Takeo
山内, 一信
Yamauchi, Kazunobu
open access
Receiver Operating Characteristic (ROC) Curve
Probabilistic Judgments
Medical Decision Making
If we consider the Brier Score (B) in the context of the signal detection theory and assume that it makes sense to consider the existence of B as a parameter for the population (let B be this B), and if we assume that the calibration in the observer's probability estimate is perfect, we find that there is a theoretical relationship between B and the area under the binormal receiver operating characteristic (ROC) curve, AZ. We have derived this theoretical functional relationship between B and AZ, by using the parameter a and b in the binormal ROC model and the prior probability of signal events (α); here, the two underlying normal distributions are N(μs ,σs) and N(μn,σn); and, a = (μs - μn)/σs and b = σn/σs . We empirically found that, if parameters b and α are constant, B values in relation to given AZ values monotonically decrease as AZ values increase, and these relationship curves have monotonically decreasing slopes.
Elsevier
2002-03
eng
journal article
AM
http://hdl.handle.net/2237/5310
https://nagoya.repo.nii.ac.jp/records/3880
https://doi.org/10.1016/S0169-2607(01)00157-2
01692607
Computer Methods and Programs in Biomedicine
67
3
187
194
https://nagoya.repo.nii.ac.jp/record/3880/files/Paper_bind.pdf
application/pdf
351.4 kB
2018-02-19