On pp-values for semiparametric bivariate probit models

This note deals with bivariate probit regression models whose linear predictors involve smooth functions of continuous covariates. The issue of testing smooth components for equality to zero is addressed. Adapting some recent results from the smoothing spline literature, we present a test statistic which produces reliable pp-values for the smooth terms of semiparametric bivariate probit models.