Semiparametric estimation of a Box-Cox transformation model with varying coefficients model | |
Ji, YuanYuan1; Wang, LiMing2; Zhang, HangHui1,3; Zhou, YaHong1,3 | |
刊名 | SCIENCE CHINA-MATHEMATICS |
2017-05 | |
卷号 | 60期号:5页码:897-922 |
关键词 | varying-coefficient model Box-Cox transformation model conditional heteroscedasticity |
ISSN号 | 1674-7283 |
DOI | 10.1007/s11425-016-0150-1 |
英文摘要 | This paper considers the estimation of a Box-Cox transformation model with varying coefficient. A two-step approach is proposed in which the first step estimates the varying cofficients nonparametrically for any given parameter alpha in the transformation function. Then a one-dimensional search of alpha has been employed based on some least absolute deviation criterion function. The validity of our estimator does not require independence assumption thus is robust to the conditional heteroscedasticity. A simulation study shows a reasonably well finite sample performance. Additionally, a comprehensive empirical study has been carefully examined. |
WOS研究方向 | Mathematics |
语种 | 英语 |
出版者 | SCIENCE PRESS |
WOS记录号 | WOS:000400086700008 |
内容类型 | 期刊论文 |
源URL | [http://10.2.47.112/handle/2XS4QKH4/989] |
专题 | 上海财经大学 |
通讯作者 | Wang, LiMing |
作者单位 | 1.Shanghai Univ Finance & Econ, Sch Econ, Shanghai 200433, Peoples R China; 2.Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China; 3.Minist Educ, Key Lab Math Econ SUFE, Shanghai 200433, Peoples R China |
推荐引用方式 GB/T 7714 | Ji, YuanYuan,Wang, LiMing,Zhang, HangHui,et al. Semiparametric estimation of a Box-Cox transformation model with varying coefficients model[J]. SCIENCE CHINA-MATHEMATICS,2017,60(5):897-922. |
APA | Ji, YuanYuan,Wang, LiMing,Zhang, HangHui,&Zhou, YaHong.(2017).Semiparametric estimation of a Box-Cox transformation model with varying coefficients model.SCIENCE CHINA-MATHEMATICS,60(5),897-922. |
MLA | Ji, YuanYuan,et al."Semiparametric estimation of a Box-Cox transformation model with varying coefficients model".SCIENCE CHINA-MATHEMATICS 60.5(2017):897-922. |
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