where ση and σε represent multiplicative and additive noise scales for each microarray, estimated by HAPSEG. This transformation is applied to the marker-level data during estimation of the xi values, after which their distribution is approximately normal. The normal mixture component specified in (4) then becomes h(xi) = h(g(μq))+εi, and the corresponding likelihood calculations are performed under these transformations.