Consistent tests for semiparametric conditional independence

Abstract

We propose new joint tests of the semiparametric conditional independence assumption and provide their asymptotic properties. To overcome the problem caused by the parameter estimation effect, we employ a convenient multiplier bootstrap to approximate the limiting distributions of the test statistics.