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A Note on ROC Analysis and Non-Parametric Estimate of Sensitivity
Abstract
In the signal detection paradigm, the non-parametric index of sensitivity A′, as first introduced by Pollack and Norman (1964), is a popular alternative to the more traditional d′ measure of sensitivity. Smith (1995) clarified a confusion about the interpretation of A′ in relation to the area beneath proper receiver operating characteristic (ROC) curves, and provided a formula (which he called A′′) for this commonly held interpretation. However, he made an error in his calculations. Here, we rectify this error by providing the correct formula (which we call A) and compare the discrepancy that would have resulted. The corresponding measure for bias b is also provided. Since all such calculations apply to “proper” ROC curves with non-decreasing slopes, we also prove, as a separate result, the slope-monotonicity of ROC curves generated by likelihood-ratio criterion.
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Due to these departures from normality, a nonparametric measure of sensitivity (A) and bias (b) was used.
“Due to these departures from normality, we used a nonparametric measure of sensitivity (A) and bias (b; Zhang & Mueller, 2005).”
From Enhanced Matching of Children’s Faces in “Super-Recognisers” But Not High-Contact Controls (2020) · cites this paper as Zhang & Mueller, 2005
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Research works printed but not linked: 14
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Metadata
- Authors
- Zhang, J., & Mueller, S. T.
- Venue
- Psychometrika
- Publisher
- Cambridge University Press (CUP)
- Published
- 2005-03
- Volume
- 70
- Issue
- 1
- Pages
- 203-212
- ISSN
- 0033-3123
- 1860-0980
- Cited by
- 196
- References
- 0
- Language
- en
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