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Local influence analysis for penalized Gaussian likelihood estimation in partially linear single-index models

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成果类型:
期刊论文
作者:
Zou, Qingming;Zhu, Zhongyi*;Wang, Jinglong
通讯作者:
Zhu, Zhongyi
作者机构:
[Zou, Qingming; Wang, Jinglong] E China Normal Univ, Dept Stat, Shanghai 200062, Peoples R China.
[Zhu, Zhongyi] Fudan Univ, Dept Stat, Shanghai 200433, Peoples R China.
[Zou, Qingming] Nanhua Univ, Coll Econ & Management, Hengyang 421001, Peoples R China.
通讯机构:
[Zhu, Zhongyi] F
Fudan Univ, Dept Stat, Shanghai 200433, Peoples R China.
语种:
英文
关键词:
Local influence;P-spline;Partially linear;Single-index model;Case-weight
期刊:
Annals of the Institute of Statistical Mathematics
ISSN:
0020-3157
年:
2009
卷:
61
期:
4
页码:
905-918
基金类别:
This work was supported by Natural Science Foundation of China Grants 10671038.
机构署名:
本校为其他机构
院系归属:
管理学院
摘要:
Single-index model is a potentially tool for multivariate nonparametric regression, generalizes both the generalized linear models(GLM) and the missing-link function problem in GLM. In this paper, we extend Cook's local influence analysis to the penalized Gaussian likelihood estimator based on P-spline for the partially linear single-index model. Some influence measures, based on the minor perturbation of the model, are derived for the penalized least squares estimation. An illustrative example is also present...

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