Efficient Estimation for Semi-varying Coefficient Model with An Invertible Linear Process Error |
| |
Authors: | Xuemei Hu |
| |
Institution: | 1. School of Mathematics and Statistics, ChongQing Technology and Business University, Chongqing, China;2. Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing, China |
| |
Abstract: | For semi-varying-coefficient model with an invertible linear process error, we propose an efficient estimator procedure. This procedure is based on a pre-whitening transformation of the dependent variable that must be estimated from the data. We establish the proposed estimations’ asymptotic normalities, and assess their finite sample performance. Monte Carlo simulation suggest that the efficiency gain can be achieved in moderate-sized samples. |
| |
Keywords: | Invertible linear process error Local linear regression Semivarying-coefficient model Whitening technique |
|
|