Before revision:  We develop a novel bootstrap method to construct  valid confidence intervals for the identified set and parameter of interest when the identified set is of a union bounds form, and we establish the  theoretical properties.
After revision:  We develop a novel bootstrap method to construct uniformly valid confidence intervals for the identified set and parameter of interest when the identified set is of a union bounds form, and we establish the theoretical properties.