Li, Peili; Jiao, Yuling; Lu, Xiliang; Kang, Lican A data-driven line search rule for support recovery in high-dimensional data analysis. (English) Zbl 07561886 Comput. Stat. Data Anal. 174, Article ID 107524, 18 p. (2022). MSC: 62-XX PDFBibTeX XMLCite \textit{P. Li} et al., Comput. Stat. Data Anal. 174, Article ID 107524, 18 p. (2022; Zbl 07561886) Full Text: DOI arXiv
Huang, Jian; Jiao, Yuling; Kang, Lican; Liu, Jin; Liu, Yanyan; Lu, Xiliang GSDAR: a fast Newton algorithm for \(\ell_0\) regularized generalized linear models with statistical guarantee. (English) Zbl 1505.62193 Comput. Stat. 37, No. 1, 507-533 (2022). MSC: 62-08 62J12 PDFBibTeX XMLCite \textit{J. Huang} et al., Comput. Stat. 37, No. 1, 507--533 (2022; Zbl 1505.62193) Full Text: DOI
Huang, Jian; Jiao, Yuling; Liu, Jin; Yang, Can REMI: regression with marginal information and its application in genomewide association studies. (English) Zbl 1524.62324 Stat. Sin. 31, No. 4, 1985-2004 (2021). MSC: 62J05 62J07 62G08 62H12 62P10 62-08 PDFBibTeX XMLCite \textit{J. Huang} et al., Stat. Sin. 31, No. 4, 1985--2004 (2021; Zbl 1524.62324) Full Text: DOI arXiv
Kang, Yicheng; Shi, Yueyong; Jiao, Yuling; Li, Wendong; Xiang, Dongdong Fitting jump additive models. (English) Zbl 07422759 Comput. Stat. Data Anal. 162, Article ID 107266, 12 p. (2021). MSC: 62-XX PDFBibTeX XMLCite \textit{Y. Kang} et al., Comput. Stat. Data Anal. 162, Article ID 107266, 12 p. (2021; Zbl 07422759) Full Text: DOI
Huang, Jian; Jiao, Yuling; Jin, Bangti; Liu, Jin; Lu, Xiliang; Yang, Can A unified primal dual active set algorithm for nonconvex sparse recovery. (English) Zbl 07368234 Stat. Sci. 36, No. 2, 215-238 (2021). MSC: 62-XX PDFBibTeX XMLCite \textit{J. Huang} et al., Stat. Sci. 36, No. 2, 215--238 (2021; Zbl 07368234) Full Text: DOI
Shi, Yueyong; Zhou, Zehui; Jiao, Yuling; Wang, Ju A primal dual active set with continuation algorithm for high-dimensional nonconvex SICA-penalized regression. (English) Zbl 07193757 J. Stat. Comput. Simulation 89, No. 5, 864-883 (2019). MSC: 62F12 62J05 62J07 PDFBibTeX XMLCite \textit{Y. Shi} et al., J. Stat. Comput. Simulation 89, No. 5, 864--883 (2019; Zbl 07193757) Full Text: DOI
Shi, Yueyong; Xu, Deyi; Cao, Yongxiu; Jiao, Yuling Variable selection via generalized SELO-penalized Cox regression models. (English) Zbl 1416.62558 J. Syst. Sci. Complex. 32, No. 2, 709-736 (2019). MSC: 62N02 62J07 PDFBibTeX XMLCite \textit{Y. Shi} et al., J. Syst. Sci. Complex. 32, No. 2, 709--736 (2019; Zbl 1416.62558) Full Text: DOI
Shi, Yueyong; Wu, Yuanshan; Xu, Deyi; Jiao, Yuling An ADMM with continuation algorithm for non-convex SICA-penalized regression in high dimensions. (English) Zbl 07192632 J. Stat. Comput. Simulation 88, No. 9, 1826-1846 (2018). MSC: 62F12 62J05 62J07 PDFBibTeX XMLCite \textit{Y. Shi} et al., J. Stat. Comput. Simulation 88, No. 9, 1826--1846 (2018; Zbl 07192632) Full Text: DOI
Shi, Yue Yong; Jiao, Yu Ling; Cao, Yong Xiu; Liu, Yan Yan An alternating direction method of multipliers for MCP-penalized regression with high-dimensional data. (English) Zbl 1407.62263 Acta Math. Sin., Engl. Ser. 34, No. 12, 1892-1906 (2018). MSC: 62J05 62J07 65K05 90C26 PDFBibTeX XMLCite \textit{Y. Y. Shi} et al., Acta Math. Sin., Engl. Ser. 34, No. 12, 1892--1906 (2018; Zbl 1407.62263) Full Text: DOI
Huang, Jian; Jiao, Yuling; Liu, Yanyan; Lu, Xiliang A constructive approach to \(L_0\) penalized regression. (English) Zbl 1444.62091 J. Mach. Learn. Res. 19, Paper No. 10, 37 p. (2018). MSC: 62J05 62J07 PDFBibTeX XMLCite \textit{J. Huang} et al., J. Mach. Learn. Res. 19, Paper No. 10, 37 p. (2018; Zbl 1444.62091) Full Text: arXiv Link
Shi, Yue-Yong; Cao, Yong-Xiu; Yu, Ji-Chang; Jiao, Yu-Ling Variable selection via generalized SELO-penalized linear regression models. (English) Zbl 1399.62050 Appl. Math., Ser. B (Engl. Ed.) 33, No. 2, 145-162 (2018). MSC: 62F12 62J05 62J07 PDFBibTeX XMLCite \textit{Y.-Y. Shi} et al., Appl. Math., Ser. B (Engl. Ed.) 33, No. 2, 145--162 (2018; Zbl 1399.62050) Full Text: DOI
Shi, Yue-Yong; Cao, Yong-Xiu; Jiao, Yu-Ling; Liu, Yan-Yan SICA for Cox’s proportional hazards model with a diverging number of parameters. (English) Zbl 1305.62194 Acta Math. Appl. Sin., Engl. Ser. 30, No. 4, 887-902 (2014). MSC: 62G20 62N01 62N02 PDFBibTeX XMLCite \textit{Y.-Y. Shi} et al., Acta Math. Appl. Sin., Engl. Ser. 30, No. 4, 887--902 (2014; Zbl 1305.62194) Full Text: DOI