We provide a review on the empirical likelihood method for regression-type inference problems. The regression models considered in this review include parametric, semiparametric, and nonparametric models. Both missing data and censored data are accommodated.
Chen, S. X., & Van Keilegom, I. (2009). A review on empirical likelihood methods for regression. Test, 18(3), 415-447. https://doi.org/10.1007/s11749-009-0159-5 (Original work published 2009)