Comparison of Nonparametric Components in Two Partially Linear Models

被引:0
作者
Shi, Sanzhi [2 ]
Song, Lixin [1 ]
机构
[1] Dalian Univ Technol, Dept Math, Dalian 116024, Peoples R China
[2] Changchun Univ Sci & Technol, Sch Sci, Changchun, Peoples R China
关键词
Generalized likelihood ratio test; Local linear estimation; Moment method; Partially linear models; Two stage method; LIKELIHOOD; REGRESSION; CHECKING;
D O I
10.1080/03610920902903140
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this article, we are concerned with whether the nonparametric functions are parallel from two partial linear models, and propose a test statistic to check the difference of the two functions. The unknown constant is estimated by using moment method under null models. Nonparametric functions under both null and full models are estimated by using local linear method. The asymptotic properties of parametric and nonparametric components are derived. The test statistic under the null hypothesis is calculated and shown to be asymptotically normal.
引用
收藏
页码:1799 / 1816
页数:18
相关论文
共 24 条
[1]   A CENTRAL-LIMIT-THEOREM FOR GENERALIZED QUADRATIC-FORMS [J].
DEJONG, P .
PROBABILITY THEORY AND RELATED FIELDS, 1987, 75 (02) :261-277
[2]   SEMIPARAMETRIC ESTIMATES OF THE RELATION BETWEEN WEATHER AND ELECTRICITY SALES [J].
ENGLE, RF ;
GRANGER, CWJ ;
RICE, J ;
WEISS, A .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1986, 81 (394) :310-320
[3]   Profile likelihood inferences on semiparametric varying-coefficient partially linear models [J].
Fan, JQ ;
Huang, T .
BERNOULLI, 2005, 11 (06) :1031-1057
[4]   LOCAL LINEAR-REGRESSION SMOOTHERS AND THEIR MINIMAX EFFICIENCIES [J].
FAN, JQ .
ANNALS OF STATISTICS, 1993, 21 (01) :196-216
[5]   Generalized likelihood ratio statistics and Wilks phenomenon [J].
Fan, JQ ;
Zhang, CM ;
Zhang, J .
ANNALS OF STATISTICS, 2001, 29 (01) :153-193
[6]   COMPARING NONPARAMETRIC VERSUS PARAMETRIC REGRESSION FITS [J].
HARDLE, W ;
MAMMEN, E .
ANNALS OF STATISTICS, 1993, 21 (04) :1926-1947
[7]  
Hardle W., 2000, CONTR STAT
[8]  
Hart J.D., 1997, Nonparametric Smoothing and Lack-of-fit Tests
[9]  
HECKMAN NE, 1986, J ROY STAT SOC B MET, V48, P244
[10]   Estimation in partially linear models with missing covariates [J].
Liang, H ;
Wang, SJ ;
Robins, JM ;
Carroll, RJ .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2004, 99 (466) :357-367