Empirical likelihood inference for partial linear models under martingale difference sequence

We consider the application of the empirical likelihood method to a partially linear model with martingale difference error. It is shown that the empirical log-likelihood ratio at the true parameter converges to the standard chi-square distribution. Some simulations are conducted to illustrate the proposed method.