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Relationship between Brier score and area under the binormal ROC curve
http://hdl.handle.net/2237/5310
http://hdl.handle.net/2237/53109015d236-7fc3-4968-8c8f-2a04a85248af
名前 / ファイル | ライセンス | アクション |
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Paper_bind.pdf (351.4 kB)
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Item type | 学術雑誌論文 / Journal Article(1) | |||||
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公開日 | 2006-01-20 | |||||
タイトル | ||||||
タイトル | Relationship between Brier score and area under the binormal ROC curve | |||||
言語 | en | |||||
著者 |
Ikeda, Mitsuru
× Ikeda, Mitsuru× 池田, 充× Ishigaki, Takeo× 山内, 一信× Yamauchi, Kazunobu |
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アクセス権 | ||||||
アクセス権 | open access | |||||
アクセス権URI | http://purl.org/coar/access_right/c_abf2 | |||||
キーワード | ||||||
主題Scheme | Other | |||||
主題 | Receiver Operating Characteristic (ROC) Curve | |||||
キーワード | ||||||
主題Scheme | Other | |||||
主題 | Probabilistic Judgments | |||||
キーワード | ||||||
主題Scheme | Other | |||||
主題 | Medical Decision Making | |||||
抄録 | ||||||
内容記述タイプ | Abstract | |||||
内容記述 | 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. | |||||
言語 | en | |||||
出版者 | ||||||
出版者 | Elsevier | |||||
言語 | en | |||||
言語 | ||||||
言語 | eng | |||||
資源タイプ | ||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||
資源タイプ | journal article | |||||
出版タイプ | ||||||
出版タイプ | AM | |||||
出版タイプResource | http://purl.org/coar/version/c_ab4af688f83e57aa | |||||
DOI | ||||||
関連タイプ | isVersionOf | |||||
識別子タイプ | DOI | |||||
関連識別子 | https://doi.org/10.1016/S0169-2607(01)00157-2 | |||||
ISSN | ||||||
収録物識別子タイプ | PISSN | |||||
収録物識別子 | 01692607 | |||||
書誌情報 |
en : Computer Methods and Programs in Biomedicine 巻 67, 号 3, p. 187-194, 発行日 2002-03 |
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値 | application/pdf | |||||
著者版フラグ | ||||||
値 | author | |||||
URI | ||||||
識別子 | http://hdl.handle.net/2237/5310 | |||||
識別子タイプ | HDL |