A proportional score test over the nuisance parameter space: Properties and applications

We generalize and study the properties of a test proposed by Zheng (2008) for hypothesis testing involves nuisance parameters that are not present under the null hypothesis. The methodology is illustrated by case-control genetic association studies under model uncertainty.