Consistent model specification tests

In this paper we propose two consistent tests for functional form of nonlinear regression models without employing specified alternative models. The null hypothesis is that the regression function equals the conditional expectation function, which is tested against the alternative hypothesis that the null is false. These tests are based on a Fourier transform characterization of conditional expectations.