School of Information, Beijing Wuzi University, Beijing, China.
Center for Applied Statistics, School of Statistics, Renmin University of China, Beijing, China.
PLoS One. 2023 Aug 2;18(8):e0289474. doi: 10.1371/journal.pone.0289474. eCollection 2023.
This paper proposes two new weighted quantile regression estimators for static panel data model with time-invariant regressors. The two new estimators can improve the estimation of the coefficients with time-invariant regressors, which are computationally convenient and simple to implement. Also, the paper shows consistency and asymptotic normality of the two proposed estimator for sequential and simultaneous N, T asymptotics. Monte Carlo simulation in various parameters sets proves the validity of the proposed approach. It has an empirical application to study the effects of the influence factors of China's exports using the trade gravity model.
本文提出了两种新的加权分位数回归估计量,用于具有时不变回归变量的静态面板数据模型。这两种新的估计量可以改进时不变回归变量的系数估计,它们计算方便,易于实现。此外,本文还展示了这两种新的估计量在顺序和同时 N,T 渐近性下的一致性和渐近正态性。在各种参数集的蒙特卡罗模拟证明了所提出方法的有效性。本文利用贸易引力模型对中国出口的影响因素进行了实证研究。