Bayesian detection of random signals on random backgrounds

Abstract

This paper describes a general approach to signal detection with uncertainty in signal and/or background distributions. Attention is restricted to binary decision problems where the hypotheses can be expressed as signal-present as signal-absent, but otherwise the treatment is general. Many familiar results come out as special cases.