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INFERENCE ON COEFFICIENT FUNCTION FOR VARYING-COEFFICIENT PARTIALLY LINEAR MODEL

INFERENCE ON COEFFICIENT FUNCTION FOR VARYING-COEFFICIENT PARTIALLY LINEAR MODEL
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摘要 One important model in handling the multivariate data is the varying-coefficient partially linear regression model. In this paper, the generalized likelihood ratio test is developed to test whether its coefficient functions are varying or not. It is showed that the normalized proposed test follows asymptotically x2-distribution and the Wilks phenomenon under the null hypothesis, and its asymptotic power achieves the optimal rate of the convergence for the nonparametric hypotheses testing. Some simulation studies illustrate that the test works well.
出处 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2012年第6期1143-1157,共15页 系统科学与复杂性学报(英文版)
基金 supported by National Natural Science Foundation of China under Grant No.1117112 the Fund of Shanxi Datong University under Grant No.2010K4 the Doctoral Fund of Ministry of Education of China under Grant No.20090076110001 National Statistical Science Research Major Program of China under Grant No.2011LZ051
关键词 x2-distribution generalized likelihood ratio optimal rate of convergence varying-coefficientpartially linear model Wilks phenomenon. 部分线性模型 系数函数 变系数 部分线性回归模型 广义似然比检验 非参数假设检验 多变量数据 收敛速度
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