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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
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