Sparse poisson regression with penalized weighted score function

doi:10.1214/19-EJS1580

科研成果详情

发表状态	已发表Published
题名	Sparse poisson regression with penalized weighted score function
作者	Jia, Jinzhu 1; Xie, Fang2 ; Xu, Lihu 3,4
发表日期	2019
发表期刊	Electronic Journal of Statistics
ISSN/eISSN	1935-7524
卷号	13 期号:2 页码:2898-2920
摘要	By introducing a weighted score function, we propose a new penalized method, similar to square root lasso, to study sparse Poisson regression problems. The corresponding new estimator not only has 1 consistency but also enjoys the tuning free property. We further verify our theoretical results by numerical simulations and apply them to an image reconstruction problem.
关键词	Image reconstruction Moderate deviation Poisson regression Tuning-free ℓ1 consistency ℓ1 penalization
DOI	10.1214/19-EJS1580
URL	查看来源
收录类别	SCIE
语种	英语English
WOS研究方向	Mathematics
WOS类目	Statistics & Probability
WOS记录号	WOS:000505695800016
Scopus入藏号	2-s2.0-85073385624
引用统计	被引频次：10[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	https://repository.uic.edu.cn/handle/39GCC9TT/9187
专题	个人在本单位外知识产出
作者单位	1.School of Public Health and Center for Statistical Science,Peking University,Beijing,China 2.School of Mathematics and Statistics,Wuhan University,Wuhan,430072,China 3.Department of Mathematics,Faculty of Science and Technology,University of Macau,Taipa,Av. Padre Tomás Pereira,Macao 4.UMacau Zhuhai Research Institute,Zhuhai,China
推荐引用方式 GB/T 7714	Jia, Jinzhu,Xie, Fang,Xu, Lihu. Sparse poisson regression with penalized weighted score function[J]. Electronic Journal of Statistics, 2019, 13(2): 2898-2920.
APA	Jia, Jinzhu, Xie, Fang, & Xu, Lihu. (2019). Sparse poisson regression with penalized weighted score function. Electronic Journal of Statistics, 13(2), 2898-2920.
MLA	Jia, Jinzhu,et al."Sparse poisson regression with penalized weighted score function". Electronic Journal of Statistics 13.2(2019): 2898-2920.