Bounds on the area under the receiver operating characteristic curve for the ideal observer

J Opt Soc Am A Opt Image Sci Vis. 2002 Oct;19(10):1963-8. doi: 10.1364/josaa.19.001963.

Abstract

A new upper bound is derived on the area under the receiver operating characteristic curve for the ideal observer in a signal-detection task. This upper bound is determined by the values of the likelihood-generating function and its second derivative at the origin. This bound is compared with other bounds on ideal-observer performance that have been derived recently, and it is also shown how this bound leads to some asymptotic results for approximations to ideal-observer performance.

Publication types

  • Research Support, U.S. Gov't, P.H.S.

MeSH terms

  • Area Under Curve
  • Humans
  • Likelihood Functions
  • Models, Psychological*
  • ROC Curve
  • Signal Detection, Psychological / physiology*