Zhu, Hanbing; Zhang, Yuanyuan; Li, Yehua; Lian, Heng Semiparametric function-on-function quantile regression model with dynamic single-index interactions. (English) Zbl 07710207 Comput. Stat. Data Anal. 182, Article ID 107727, 22 p. (2023). MSC: 62-08 PDFBibTeX XMLCite \textit{H. Zhu} et al., Comput. Stat. Data Anal. 182, Article ID 107727, 22 p. (2023; Zbl 07710207) Full Text: DOI
Zhao, Weihua; Zhang, Xiaoyu; Yuen, Kam Chuen; Li, Rui; Lian, Heng Estimation in quantile regression models for correlated data with diverging number of covariates and large cluster sizes. (English) Zbl 07649686 Commun. Stat., Theory Methods 52, No. 4, 1012-1038 (2023). MSC: 62F10 PDFBibTeX XMLCite \textit{W. Zhao} et al., Commun. Stat., Theory Methods 52, No. 4, 1012--1038 (2023; Zbl 07649686) Full Text: DOI
Zhang, Fode; Li, Rui; Lian, Heng; Bandyopadhyay, Dipankar Sparse reduced-rank regression for multivariate varying-coefficient models. (English) Zbl 07493324 J. Stat. Comput. Simulation 91, No. 4, 752-767 (2021). MSC: 62-XX PDFBibTeX XMLCite \textit{F. Zhang} et al., J. Stat. Comput. Simulation 91, No. 4, 752--767 (2021; Zbl 07493324) Full Text: DOI
Lv, Shaogao; Fan, Zengyan; Lian, Heng; Suzuki, Taiji; Fukumizu, Kenji A reproducing kernel Hilbert space approach to high dimensional partially varying coefficient model. (English) Zbl 1510.62065 Comput. Stat. Data Anal. 152, Article ID 107039, 28 p. (2020). MSC: 62-08 62G08 68T05 PDFBibTeX XMLCite \textit{S. Lv} et al., Comput. Stat. Data Anal. 152, Article ID 107039, 28 p. (2020; Zbl 1510.62065) Full Text: DOI
Zhao, Weihua; Zhang, Fode; Li, Rui; Lian, Heng Principal single-index varying-coefficient models for dimension reduction in quantile regression. (English) Zbl 07194314 J. Stat. Comput. Simulation 90, No. 5, 800-818 (2020). MSC: 62-XX PDFBibTeX XMLCite \textit{W. Zhao} et al., J. Stat. Comput. Simulation 90, No. 5, 800--818 (2020; Zbl 07194314) Full Text: DOI
Zhao, Weihua; Zhang, Weiping; Lian, Heng Marginal quantile regression for varying coefficient models with longitudinal data. (English) Zbl 1436.62152 Ann. Inst. Stat. Math. 72, No. 1, 213-234 (2020). MSC: 62G08 62H11 65D07 PDFBibTeX XMLCite \textit{W. Zhao} et al., Ann. Inst. Stat. Math. 72, No. 1, 213--234 (2020; Zbl 1436.62152) Full Text: DOI
Yue, Lili; Li, Gaorong; Lian, Heng Identification and estimation in quantile varying-coefficient models with unknown link function. (English) Zbl 1439.62107 Test 28, No. 4, 1251-1275 (2019). MSC: 62G08 62G20 62G35 65D07 62P12 PDFBibTeX XMLCite \textit{L. Yue} et al., Test 28, No. 4, 1251--1275 (2019; Zbl 1439.62107) Full Text: DOI
Zhao, Weihua; Zhang, Fode; Wang, Xuejun; Li, Rui; Lian, Heng Principal varying coefficient estimator for high-dimensional models. (English) Zbl 1434.62159 Statistics 53, No. 6, 1234-1250 (2019). MSC: 62J07 62G07 65D07 62H25 PDFBibTeX XMLCite \textit{W. Zhao} et al., Statistics 53, No. 6, 1234--1250 (2019; Zbl 1434.62159) Full Text: DOI
Lian, Heng; Zhao, Kaifeng; Lv, Shaogao Projected spline estimation of the nonparametric function in high-dimensional partially linear models for massive data. (English) Zbl 1436.62145 Ann. Stat. 47, No. 5, 2922-2949 (2019). Reviewer: Wiesław Dziubdziela (Miedziana Góra) MSC: 62G08 62G20 65D07 62J07 PDFBibTeX XMLCite \textit{H. Lian} et al., Ann. Stat. 47, No. 5, 2922--2949 (2019; Zbl 1436.62145) Full Text: DOI Euclid
Liu, Shu; Lian, Heng Robust estimation and model identification for longitudinal data varying-coefficient model. (English) Zbl 1508.62104 Commun. Stat., Theory Methods 47, No. 11, 2701-2719 (2018). MSC: 62G08 62G35 PDFBibTeX XMLCite \textit{S. Liu} and \textit{H. Lian}, Commun. Stat., Theory Methods 47, No. 11, 2701--2719 (2018; Zbl 1508.62104) Full Text: DOI
He, Kejun; Lian, Heng; Ma, Shujie; Huang, Jianhua Z. Dimensionality reduction and variable selection in multivariate varying-coefficient models with a large number of covariates. (English) Zbl 1398.62136 J. Am. Stat. Assoc. 113, No. 522, 746-754 (2018). MSC: 62H12 62G20 62H25 62J05 62J07 62P10 PDFBibTeX XMLCite \textit{K. He} et al., J. Am. Stat. Assoc. 113, No. 522, 746--754 (2018; Zbl 1398.62136) Full Text: DOI
Zhao, Weihua; Jiang, Xuejun; Lian, Heng A principal varying-coefficient model for quantile regression: joint variable selection and dimension reduction. (English) Zbl 1469.62180 Comput. Stat. Data Anal. 127, 269-280 (2018). MSC: 62-08 62G08 62G20 PDFBibTeX XMLCite \textit{W. Zhao} et al., Comput. Stat. Data Anal. 127, 269--280 (2018; Zbl 1469.62180) Full Text: DOI
Li, Jianbo; Lian, Heng; Jiang, Xuejun; Song, Xinyuan Estimation and testing for time-varying quantile single-index models with longitudinal data. (English) Zbl 1469.62102 Comput. Stat. Data Anal. 118, 66-83 (2018). MSC: 62-08 62G08 PDFBibTeX XMLCite \textit{J. Li} et al., Comput. Stat. Data Anal. 118, 66--83 (2018; Zbl 1469.62102) Full Text: DOI
Zhao, Weihua; Li, Jianbo; Lian, Heng Adaptive varying-coefficient linear quantile model: a profiled estimating equations approach. (English) Zbl 1401.62069 Ann. Inst. Stat. Math. 70, No. 3, 553-582 (2018). Reviewer: Nikolai N. Leonenko (Cardiff) MSC: 62G08 62J05 62G20 PDFBibTeX XMLCite \textit{W. Zhao} et al., Ann. Inst. Stat. Math. 70, No. 3, 553--582 (2018; Zbl 1401.62069) Full Text: DOI
Zhao, Weihua; Lian, Heng Quantile index coefficient model with variable selection. (English) Zbl 1352.62061 J. Multivariate Anal. 154, 40-58 (2017). MSC: 62G08 62G20 PDFBibTeX XMLCite \textit{W. Zhao} and \textit{H. Lian}, J. Multivariate Anal. 154, 40--58 (2017; Zbl 1352.62061) Full Text: DOI
Zhao, Kaifeng; Lian, Heng Sparsistent and constansistent estimation of the varying-coefficient model with a diverging number of predictors. (English) Zbl 1396.62083 Commun. Stat., Theory Methods 45, No. 21, 6385-6399 (2016). MSC: 62G08 62J05 62G20 PDFBibTeX XMLCite \textit{K. Zhao} and \textit{H. Lian}, Commun. Stat., Theory Methods 45, No. 21, 6385--6399 (2016; Zbl 1396.62083) Full Text: DOI
Li, Gaorong; Lai, Peng; Lian, Heng Variable selection and estimation for partially linear single-index models with longitudinal data. (English) Zbl 1331.62336 Stat. Comput. 25, No. 3, 579-593 (2015). MSC: 62J05 62J07 65C60 PDFBibTeX XMLCite \textit{G. Li} et al., Stat. Comput. 25, No. 3, 579--593 (2015; Zbl 1331.62336) Full Text: DOI arXiv
Lian, Heng; Meng, Jie; Zhao, Kaifeng Spline estimator for simultaneous variable selection and constant coefficient identification in high-dimensional generalized varying-coefficient models. (English) Zbl 1327.62309 J. Multivariate Anal. 141, 81-103 (2015). MSC: 62G20 PDFBibTeX XMLCite \textit{H. Lian} et al., J. Multivariate Anal. 141, 81--103 (2015; Zbl 1327.62309) Full Text: DOI
Lian, Heng Quantile regression for dynamic partially linear varying coefficient time series models. (English) Zbl 1327.62307 J. Multivariate Anal. 141, 49-66 (2015). MSC: 62G20 PDFBibTeX XMLCite \textit{H. Lian}, J. Multivariate Anal. 141, 49--66 (2015; Zbl 1327.62307) Full Text: DOI
Li, Gao Rong; Lian, Heng; Lai, Peng; Peng, Heng Variable selection for fixed effects varying coefficient models. (English) Zbl 1307.62179 Acta Math. Sin., Engl. Ser. 31, No. 1, 91-110 (2015). MSC: 62J05 62J07 PDFBibTeX XMLCite \textit{G. R. Li} et al., Acta Math. Sin., Engl. Ser. 31, No. 1, 91--110 (2015; Zbl 1307.62179) Full Text: DOI
Lai, Peng; Li, Gaorong; Lian, Heng Quadratic inference functions for partially linear single-index models with longitudinal data. (English) Zbl 1277.62093 J. Multivariate Anal. 118, 115-127 (2013). MSC: 62G05 62G10 62G20 62H20 65C05 PDFBibTeX XMLCite \textit{P. Lai} et al., J. Multivariate Anal. 118, 115--127 (2013; Zbl 1277.62093) Full Text: DOI
Wang, Lichun; Lai, Peng; Lian, Heng Polynomial spline estimation for generalized varying coefficient partially linear models with a diverging number of components. (English) Zbl 1365.62300 Metrika 76, No. 8, 1083-1103 (2013). MSC: 62J12 62G08 PDFBibTeX XMLCite \textit{L. Wang} et al., Metrika 76, No. 8, 1083--1103 (2013; Zbl 1365.62300) Full Text: DOI
Hong, Zhaoping; Hu, Yuao; Lian, Heng Variable selection for high-dimensional varying coefficient partially linear models via nonconcave penalty. (English) Zbl 06224852 Metrika 76, No. 7, 887-908 (2013). MSC: 62-XX PDFBibTeX XMLCite \textit{Z. Hong} et al., Metrika 76, No. 7, 887--908 (2013; Zbl 06224852) Full Text: DOI
Lian, Heng; Lai, Peng; Liang, Hua Partially linear structure selection in Cox models with varying coefficients. (English) Zbl 1274.62819 Biometrics 69, No. 2, 348-357 (2013). MSC: 62P10 PDFBibTeX XMLCite \textit{H. Lian} et al., Biometrics 69, No. 2, 348--357 (2013; Zbl 1274.62819) Full Text: DOI
Li, Gaorong; Xue, Liugen; Lian, Heng Semi-varying coefficient models with a diverging number of components. (English) Zbl 1216.62060 J. Multivariate Anal. 102, No. 7, 1166-1174 (2011). MSC: 62G08 62G20 65C05 65D07 PDFBibTeX XMLCite \textit{G. Li} et al., J. Multivariate Anal. 102, No. 7, 1166--1174 (2011; Zbl 1216.62060) Full Text: DOI