The usual approach to constructing a confidence interval for a single parameter or
confidence region for two or more parameters requires that the distribution of estimated
parameters is known or can be assumed. In reality, the sampling distributions of parameters
of biological importance are often unknown or difficult to be characterized. Distribution-free
nonparametric resampling methods such as bootstrapping and permutation have been …