Edit Profile (opens in new tab) Lian, Heng Co-Author Distance Author ID: lian.heng Published as: Lian, Heng Homepage: http://www6.cityu.edu.hk/stfprofile/henglian.htm External Links: MGP · ORCID · dblp · GND Documents Indexed: 198 Publications since 2007, including 2 Additional arXiv Preprints Co-Authors: 125 Co-Authors with 166 Joint Publications 4,620 Co-Co-Authors all top 5 Co-Authors 32 single-authored 19 Zhao, Weihua 16 Li, Rui 16 Liang, Hua 14 Li, Gaorong 11 Lai, Peng 11 Zhao, Kaifeng 10 Fan, Zengyan 9 Lin, Hongmei 8 Hu, Yuao 8 Li, Jianbo 8 Lu, Wenqi 7 Liu, Jiamin 7 Zhang, Fode 7 Zhu, Zhongyi 6 Feng, Sanying 6 Hong, Zhaoping 6 Yu, Yan 5 Liu, Xiaohui 5 Lv, Shaogao 5 Wang, Lichun 5 Wang, Yue 5 Zhang, Riquan 4 Jiang, Xuejun 4 Meng, Jie 4 Tang, Xingyu 4 Xue, Liugen 4 Zhang, WeiPing 4 Zhou, Yan 4 Zhu, Hanbing 3 Cui, Xia 3 Fang, Yixin 3 Green, Brittany 3 Li, Guodong 3 Ma, Shujie 3 Peng, Ling 3 Tian, Ye 3 Wang, Lei 3 Xu, Wangli 3 Yang, Guangren 3 Zhang, Xiaoyu 3 Zu, Tianhai 2 Carroll, Raymond James 2 Huang, Jian 2 Lin, Huazhen 2 Liu, Shu 2 Liu, Yuzi 2 Ruppert, David 2 Song, Xinyuan 2 Tian, Maozai 2 Tian, Yuzhu 2 Wang, Qihua 2 Xie, Minge 2 You, Yuan 2 Yue, Lili 2 Zhang, Yuankun 2 Zhang, Yuanyuan 2 Zhu, Fukang 1 Bandyopadhyay, Dipankar 1 Chen, Xin 1 Cheng, Ming-Yen 1 Choi, Taeryon 1 Chopra, Aditya 1 Du, Changxin 1 Du, Pang 1 Fukumizu, Kenji 1 Gao, Junzhuo 1 Gramacy, Robert B. 1 Gu, Ming Gao 1 Guo, Minglong 1 He, Kejun 1 Hong, Yongmiao 1 Huang, Jianhua Z. 1 Huang, Zhensheng 1 Jo, Seongil 1 Kim, Yongdai 1 Li, Qi 1 Li, Shaobo 1 Li, Yehua 1 Li, Yuanzhang 1 Li, Yujie 1 Liang, Jiang 1 Liu, Jicai 1 Liu, Pengfei 1 Liu, Wanrong 1 Liu, Yanghui 1 Lu, Xuewen 1 Luo, Youxi 1 Ma, Yanyuan 1 Mitra, Priyam 1 Mitra, Ritwik 1 Peng, Heng 1 Qiao, Wenqian 1 Qiao, Xinghao 1 Singh, Radhey S. 1 Sun, Yuying 1 Suzuki, Taiji 1 Tan, Xiangyong 1 Tian, Shaonan 1 Tong, Tiejun 1 Wan, Xiang ...and 25 more Co-Authors all top 5 Serials 32 Journal of Multivariate Analysis 22 Computational Statistics and Data Analysis 11 Journal of Statistical Planning and Inference 11 Statistics & Probability Letters 10 Communications in Statistics. Theory and Methods 10 Statistica Sinica 10 Journal of Nonparametric Statistics 8 Electronic Journal of Statistics 7 Statistics 7 Journal of Statistical Computation and Simulation 5 Metrika 5 Statistics and Computing 4 Journal of Machine Learning Research (JMLR) 4 Stat 3 Annals of the Institute of Statistical Mathematics 3 Biometrics 3 Journal of the American Statistical Association 3 Neural Networks 3 Science China. Mathematics 3 Journal of Business and Economic Statistics 2 The Annals of Statistics 2 Information Sciences 2 Journal of Complexity 1 The Canadian Journal of Statistics 1 Inverse Problems 1 Scandinavian Journal of Statistics 1 International Statistical Review 1 Econometric Reviews 1 Neural Computation 1 Economics Letters 1 IEEE Transactions on Signal Processing 1 Computational Statistics 1 Communications in Statistics. Simulation and Computation 1 Pattern Recognition 1 Test 1 Applied and Computational Harmonic Analysis 1 Statistical Papers 1 Bernoulli 1 Australian & New Zealand Journal of Statistics 1 Journal of the Royal Statistical Society. Series B. Statistical Methodology 1 Acta Mathematica Sinica. English Series 1 Econometric Theory 1 Biostatistics 1 Analysis and Applications (Singapore) 1 Journal of the Korean Statistical Society 1 The Annals of Applied Statistics 1 Statistics and Its Interface 1 Random Matrices: Theory and Applications 1 Statistical Theory and Related Fields all top 5 Fields 191 Statistics (62-XX) 31 Numerical analysis (65-XX) 10 Computer science (68-XX) 9 Functional analysis (46-XX) 5 Biology and other natural sciences (92-XX) 3 Probability theory and stochastic processes (60-XX) 2 Operations research, mathematical programming (90-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Geophysics (86-XX) 1 Systems theory; control (93-XX) 1 Information and communication theory, circuits (94-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 145 Publications have been cited 1,158 times in 788 Documents Cited by ▼ Year ▼ Functional partial linear model. Zbl 1359.62157 Lian, Heng 59 2011 Convergence of functional \(k\)-nearest neighbor regression estimate with functional responses. Zbl 1274.62291 Lian, Heng 45 2011 Empirical likelihood confidence intervals for nonparametric functional data analysis. Zbl 1238.62057 Lian, Heng 35 2012 Nonlinear functional models for functional responses in reproducing kernel Hilbert spaces. Zbl 1142.62020 Lian, Heng 31 2007 Variable selection for high-dimensional generalized varying-coefficient models. Zbl 1253.62027 Lian, Heng 29 2012 Bayesian quantile regression for longitudinal data models. Zbl 1431.62162 Luo, Youxi; Lian, Heng; Tian, Maozai 28 2012 Oracle inequalities for sparse additive quantile regression in reproducing kernel Hilbert space. Zbl 1459.62053 Lv, Shaogao; Lin, Huazhen; Lian, Heng; Huang, Jian 28 2018 Variable selection and estimation for partially linear single-index models with longitudinal data. Zbl 1331.62336 Li, Gaorong; Lai, Peng; Lian, Heng 28 2015 Generalized additive partial linear models for clustered data with diverging number of covariates using GEE. Zbl 1285.62080 Lian, Heng; Liang, Hua; Wang, Lan 27 2014 Series expansion for functional sufficient dimension reduction. Zbl 1278.62055 Lian, Heng; Li, Gaorong 26 2014 Bayesian quantile regression for single-index models. Zbl 1325.62089 Hu, Yuao; Gramacy, Robert B.; Lian, Heng 26 2013 Bias-corrected GEE estimation and smooth-threshold GEE variable selection for single-index models with clustered data. Zbl 1274.62245 Lai, Peng; Wang, Qihua; Lian, Heng 25 2012 Variance function partially linear single-index models. Zbl 1414.62301 Lian, Heng; Liang, Hua; Carroll, Raymond J. 24 2015 Separation of covariates into nonparametric and parametric parts in high-dimensional partially linear additive models. Zbl 1534.62053 Lian, Heng; Liang, Hua; Ruppert, David 24 2015 Shrinkage estimation and selection for multiple functional regression. Zbl 1257.62041 Lian, Heng 23 2013 Semi-varying coefficient models with a diverging number of components. Zbl 1216.62060 Li, Gaorong; Xue, Liugen; Lian, Heng 19 2011 Estimation and testing for partially functional linear errors-in-variables models. Zbl 1420.62186 Zhu, Hanbing; Zhang, Riquan; Yu, Zhou; Lian, Heng; Liu, Yanghui 19 2019 Quadratic inference functions for partially linear single-index models with longitudinal data. Zbl 1277.62093 Lai, Peng; Li, Gaorong; Lian, Heng 17 2013 Empirical likelihood inference for partially linear panel data models with fixed effects. Zbl 1238.62049 Zhang, Junhua; Feng, Sanying; Li, Gaorong; Lian, Heng 16 2011 Minimax prediction for functional linear regression with functional responses in reproducing kernel Hilbert spaces. Zbl 1327.62216 Lian, Heng 16 2015 Bayesian Tobit quantile regression with single-index models. Zbl 1457.62375 Zhao, Kaifeng; Lian, Heng 16 2015 Identification of partially linear structure in additive models with an application to gene expression prediction from sequences. Zbl 1251.62013 Lian, Heng; Chen, Xin; Yang, Jian-Yi 15 2012 Robust closed-form estimators for the integer-valued GARCH(1,1) model. Zbl 1466.62141 Li, Qi; Lian, Heng; Zhu, Fukang 15 2016 Automatic variable selection for longitudinal generalized linear models. Zbl 1348.62205 Li, Gaorong; Lian, Heng; Feng, Sanying; Zhu, Lixing 15 2013 Divide-and-conquer for debiased \(l_1\)-norm support vector machine in ultra-high dimensions. Zbl 1468.68158 Lian, Heng; Fan, Zengyan 13 2018 Profile forward regression screening for ultra-high dimensional semiparametric varying coefficient partially linear models. Zbl 1360.62180 Li, Yujie; Li, Gaorong; Lian, Heng; Tong, Tiejun 13 2017 Projected spline estimation of the nonparametric function in high-dimensional partially linear models for massive data. Zbl 1436.62145 Lian, Heng; Zhao, Kaifeng; Lv, Shaogao 12 2019 Bayesian quantile regression for partially linear additive models. Zbl 1331.62143 Hu, Yuao; Zhao, Kaifeng; Lian, Heng 12 2015 Estimation and variable selection for quantile partially linear single-index models. Zbl 1403.62069 Zhang, Yuankun; Lian, Heng; Yu, Yan 12 2017 Composite quantile regression for correlated data. Zbl 1466.62230 Zhao, Weihua; Lian, Heng; Song, Xinyuan 12 2017 GEE analysis for longitudinal single-index quantile regression. Zbl 1391.62069 Zhao, Weihua; Lian, Heng; Liang, Hua 12 2017 Shrinkage estimation for identification of linear components in additive models. Zbl 1237.62048 Lian, Heng 11 2012 Partially linear structure selection in Cox models with varying coefficients. Zbl 1274.62819 Lian, Heng; Lai, Peng; Liang, Hua 10 2013 Separation of linear and index covariates in partially linear single-index models. Zbl 1328.62247 Lian, Heng; Liang, Hua 10 2016 Convergence and sparsity of Lasso and group Lasso in high-dimensional generalized linear models. Zbl 1364.62198 Wang, Lichun; You, Yuan; Lian, Heng 10 2015 Communication-efficient estimation of high-dimensional quantile regression. Zbl 1452.62527 Wang, Lei; Lian, Heng 10 2020 Quantile regression for the single-index coefficient model. Zbl 1392.62127 Zhao, Weihua; Lian, Heng; Liang, Hua 10 2017 A note on the consistency of Schwarz’s criterion in linear quantile regression with the SCAD penalty. Zbl 1456.62144 Lian, Heng 9 2012 Shrinkage tuning parameter selection in precision matrices estimation. Zbl 1213.62099 Lian, Heng 9 2011 Inference of genetic networks from time course expression data using functional regression with lasso penalty. Zbl 1216.62170 Hong, Zhaoping; Lian, Heng 9 2011 Partially functional linear regression in reproducing kernel Hilbert spaces. Zbl 1510.62171 Cui, Xia; Lin, Hongmei; Lian, Heng 9 2020 On posterior distribution of Bayesian wavelet thresholding. Zbl 1197.62048 Lian, Heng 9 2011 Nonconcave penalized estimation for partially linear models with longitudinal data. Zbl 1342.62052 Yang, Yiping; Li, Gaorong; Lian, Heng 9 2016 Quantile regression for dynamic partially linear varying coefficient time series models. Zbl 1327.62307 Lian, Heng 9 2015 Variable selection in a partially linear proportional hazards model with a diverging dimensionality. Zbl 1489.62307 Hu, Yuao; Lian, Heng 8 2013 Convergence of nonparametric functional regression estimates with functional responses. Zbl 1295.62042 Lian, Heng 8 2012 Empirical likelihood for partially linear proportional hazards models with growing dimensions. Zbl 1328.62569 Tang, Xingyu; Li, Jianbo; Lian, Heng 8 2013 A note on the efficiency of composite quantile regression. Zbl 1510.62198 Zhao, Kaifeng; Lian, Heng 8 2016 Robust reduced-rank modeling via rank regression. Zbl 1356.62056 Zhao, Weihua; Lian, Heng; Ma, Shujie 8 2017 Dimensionality reduction and variable selection in multivariate varying-coefficient models with a large number of covariates. Zbl 1398.62136 He, Kejun; Lian, Heng; Ma, Shujie; Huang, Jianhua Z. 8 2018 A note on conditional Akaike information for Poisson regression with random effects. Zbl 1334.62140 Lian, Heng 7 2012 Variable selection in high-dimensional partly linear additive models. Zbl 1254.62053 Lian, Heng 7 2012 On efficient estimators of two seemingly unrelated regressions. Zbl 1209.62139 Wang, Lichun; Lian, Heng; Singh, Radhey S. 7 2011 Generalized additive partial linear models with high-dimensional covariates. Zbl 1290.62054 Lian, Heng; Liang, Hua 7 2013 A new nested Cholesky decomposition and estimation for the covariance matrix of bivariate longitudinal data. Zbl 1466.62066 Feng, Sanying; Lian, Heng; Xue, Liugen 7 2016 A principal varying-coefficient model for quantile regression: joint variable selection and dimension reduction. Zbl 1469.62180 Zhao, Weihua; Jiang, Xuejun; Lian, Heng 7 2018 High-dimensional quantile tensor regression. Zbl 1535.62020 Lu, Wenqi; Zhu, Zhongyi; Lian, Heng 7 2020 Total variation, adaptive total variation and nonconvex smoothly clipped absolute deviation penalty for denoising blocky images. Zbl 1209.68597 Chopra, Aditya; Lian, Heng 6 2010 Efficient estimation for the heteroscedastic single-index varying coefficient models. Zbl 1383.62088 Lai, Peng; Zhang, Qingzhao; Lian, Heng; Wang, Qihua 6 2016 Variable selection for fixed effects varying coefficient models. Zbl 1307.62179 Li, Gao Rong; Lian, Heng; Lai, Peng; Peng, Heng 6 2015 Empirical likelihood for single-index models with responses missing at random. Zbl 1342.62118 Xue, LiuGen; Lian, Heng 6 2016 Optimal prediction of quantile functional linear regression in reproducing kernel Hilbert spaces. Zbl 1455.62232 Li, Rui; Lu, Wenqi; Zhu, Zhongyi; Lian, Heng 6 2021 Variable selection for high-dimensional varying coefficient partially linear models via nonconcave penalty. Zbl 06224852 Hong, Zhaoping; Hu, Yuao; Lian, Heng 5 2013 Functional sliced inverse regression in a reproducing kernel Hilbert space: a theoretical connection to functional linear regression. Zbl 1444.62169 Wang, Guochang; Lian, Heng 5 2020 Some asymptotic properties for functional canonical correlation analysis. Zbl 1365.62140 Lian, Heng 5 2014 Ultra-high dimensional single-index quantile regression. Zbl 1533.62030 Zhang, Yuankun; Lian, Heng; Yu, Yan 5 2020 The expectation-maximization approach for Bayesian quantile regression. Zbl 1468.62235 Zhao, Kaifeng; Lian, Heng 5 2016 Debiased distributed learning for sparse partial linear models in high dimensions. Zbl 07625155 Lv, Shaogao; Lian, Heng 5 2022 High-dimensional vector autoregressive time series modeling via tensor decomposition. Zbl 1506.62373 Wang, Di; Zheng, Yao; Lian, Heng; Li, Guodong 5 2022 MOST: Detecting cancer differential gene expression. Zbl 1143.62084 Lian, Heng 4 2008 SCAD-penalised generalised additive models with non-polynomial dimensionality. Zbl 1284.62459 Li, Gaorong; Xue, Liugen; Lian, Heng 4 2012 Time-varying coefficient estimation in differential equation models with noisy time-varying covariates. Zbl 1274.62241 Hong, Zhaoping; Lian, Heng 4 2012 Greedy forward regression for variable screening. Zbl 1521.62120 Cheng, Ming-Yen; Feng, Sanying; Li, Gaorong; Lian, Heng 4 2018 Estimation for single-index models via martingale difference divergence. Zbl 1507.62112 Liu, Jicai; Xu, Peirong; Lian, Heng 4 2019 Posterior convergence and model estimation in Bayesian change-point problems. Zbl 1329.62219 Lian, Heng 4 2010 Functional sufficient dimension reduction: convergence rates and multiple functional case. Zbl 1326.62091 Lian, Heng 4 2015 Sparse high-dimensional semi-nonparametric quantile regression in a reproducing kernel Hilbert space. Zbl 07476369 Wang, Yue; Zhou, Yan; Li, Rui; Lian, Heng 4 2022 Estimation and testing for time-varying quantile single-index models with longitudinal data. Zbl 1469.62102 Li, Jianbo; Lian, Heng; Jiang, Xuejun; Song, Xinyuan 4 2018 Shrinkage variable selection and estimation in proportional hazards models with additive structure and high dimensionality. Zbl 1468.62119 Lian, Heng; Li, Jianbo; Hu, Yuao 4 2013 Estimation and variable selection for proportional response data with partially linear single-index models. Zbl 1468.62236 Zhao, Weihua; Lian, Heng; Zhang, Riquan; Lai, Peng 4 2016 Partially linear structure identification in generalized additive models with NP-dimensionality. Zbl 1506.62107 Lian, Heng; Du, Pang; Li, YuanZhang; Liang, Hua 4 2014 Simultaneous estimation of linear conditional quantiles with penalized splines. Zbl 1327.62308 Lian, Heng; Meng, Jie; Fan, Zengyan 4 2015 Bayesian composite quantile regression for linear mixed-effects models. Zbl 1376.62025 Tian, Yuzhu; Lian, Heng; Tian, Maozai 4 2017 Identification and estimation in quantile varying-coefficient models with unknown link function. Zbl 1439.62107 Yue, Lili; Li, Gaorong; Lian, Heng 4 2019 Consistency of Bayesian estimation of a step function. Zbl 1109.62024 Lian, Heng 3 2007 On rates of convergence for posterior distributions under misspecification. Zbl 1167.62045 Lian, Heng 3 2009 Sparse Bayesian hierarchical modeling of high-dimensional clustering problems. Zbl 1188.62137 Lian, Heng 3 2010 Polynomial spline estimation for generalized varying coefficient partially linear models with a diverging number of components. Zbl 1365.62300 Wang, Lichun; Lai, Peng; Lian, Heng 3 2013 SCAD-penalized regression in additive partially linear proportional hazards models with an ultra-high-dimensional linear part. Zbl 1359.62130 Lian, Heng; Li, Jianbo; Tang, Xingyu 3 2014 Faster convergence rate for functional linear regression in reproducing kernel Hilbert spaces. Zbl 1437.62270 Zhang, Fode; Zhang, Weiping; Li, Rui; Lian, Heng 3 2020 Approximate nonparametric quantile regression in reproducing kernel Hilbert spaces via random projection. Zbl 1479.62027 Zhang, Fode; Li, Rui; Lian, Heng 3 2021 Parametric and semiparametric reduced-rank regression with flexible sparsity. Zbl 1308.62144 Lian, Heng; Feng, Sanying; Zhao, Kaifeng 3 2015 Variance function additive partial linear models. Zbl 1329.62199 Fang, Yixin; Lian, Heng; Liang, Hua; Ruppert, David 3 2015 Minimax convergence rates for kernel CCA. Zbl 1347.62098 Fan, Zengyan; Lian, Heng 3 2016 Optimal prediction for high-dimensional functional quantile regression in reproducing kernel Hilbert spaces. Zbl 1472.62177 Yang, Guangren; Liu, Xiaohui; Lian, Heng 3 2021 A reproducing kernel Hilbert space approach to high dimensional partially varying coefficient model. Zbl 1510.62065 Lv, Shaogao; Fan, Zengyan; Lian, Heng; Suzuki, Taiji; Fukumizu, Kenji 3 2020 Additive partially linear models for massive heterogeneous data. Zbl 1416.62230 Wang, Binhuan; Fang, Yixin; Lian, Heng; Liang, Hua 3 2019 Sparsistent and constansistent estimation of the varying-coefficient model with a diverging number of predictors. Zbl 1396.62083 Zhao, Kaifeng; Lian, Heng 3 2016 Quantile index coefficient model with variable selection. Zbl 1352.62061 Zhao, Weihua; Lian, Heng 3 2017 Variational inferences for partially linear additive models with variable selection. Zbl 1506.62210 Zhao, Kaifeng; Lian, Heng 3 2014 Optimal decorrelated score subsampling for generalized linear models with massive data. Zbl 07803271 Gao, Junzhuo; Wang, Lei; Lian, Heng 1 2024 Post-averaging inference for optimal model averaging estimator in generalized linear models. Zbl 07894998 Yu, Dalei; Lian, Heng; Sun, Yuying; Zhang, Xinyu; Hong, Yongmiao 1 2024 Ultra-high dimensional quantile regression for longitudinal data: an application to blood pressure analysis. Zbl 1514.62371 Zu, Tianhai; Lian, Heng; Green, Brittany; Yu, Yan 2 2023 Sparse and low-rank matrix quantile estimation with application to quadratic regression. Zbl 07763183 Lu, Wenqi; Zhu, Zhongyi; Lian, Heng 2 2023 On linear convergence of ADMM for decentralized quantile regression. Zbl 07911972 Wang, Yue; Lian, Heng 1 2023 Semiparametric penalized quadratic inference functions for longitudinal data in ultra-high dimensions. Zbl 1520.62021 Green, Brittany; Lian, Heng; Yu, Yan; Zu, Tianhai 1 2023 Debiased distributed learning for sparse partial linear models in high dimensions. Zbl 07625155 Lv, Shaogao; Lian, Heng 5 2022 High-dimensional vector autoregressive time series modeling via tensor decomposition. Zbl 1506.62373 Wang, Di; Zheng, Yao; Lian, Heng; Li, Guodong 5 2022 Sparse high-dimensional semi-nonparametric quantile regression in a reproducing kernel Hilbert space. Zbl 07476369 Wang, Yue; Zhou, Yan; Li, Rui; Lian, Heng 4 2022 High-dimensional quantile varying-coefficient models with dimension reduction. Zbl 07472638 Zhao, Weihua; Li, Rui; Lian, Heng 2 2022 Partially linear additive functional regression. Zbl 07601234 Liu, Xiaohui; Lu, Wenqi; Lian, Heng; Liu, Yuzi; Zhu, Zhongyi 1 2022 Optimal prediction of quantile functional linear regression in reproducing kernel Hilbert spaces. Zbl 1455.62232 Li, Rui; Lu, Wenqi; Zhu, Zhongyi; Lian, Heng 6 2021 Approximate nonparametric quantile regression in reproducing kernel Hilbert spaces via random projection. Zbl 1479.62027 Zhang, Fode; Li, Rui; Lian, Heng 3 2021 Optimal prediction for high-dimensional functional quantile regression in reproducing kernel Hilbert spaces. Zbl 1472.62177 Yang, Guangren; Liu, Xiaohui; Lian, Heng 3 2021 Distributed learning for sketched kernel regression. Zbl 07743547 Lian, Heng; Liu, Jiamin; Fan, Zengyan 3 2021 Ultra high-dimensional semiparametric longitudinal data analysis. Zbl 1520.62213 Green, Brittany; Lian, Heng; Yu, Yan; Zu, Tianhai 3 2021 Functional additive quantile regression. Zbl 1475.62150 Zhang, Yingying; Lian, Heng; Li, Guodong; Zhu, Zhongyi 2 2021 Communication-efficient estimation of high-dimensional quantile regression. Zbl 1452.62527 Wang, Lei; Lian, Heng 10 2020 Partially functional linear regression in reproducing kernel Hilbert spaces. Zbl 1510.62171 Cui, Xia; Lin, Hongmei; Lian, Heng 9 2020 High-dimensional quantile tensor regression. Zbl 1535.62020 Lu, Wenqi; Zhu, Zhongyi; Lian, Heng 7 2020 Functional sliced inverse regression in a reproducing kernel Hilbert space: a theoretical connection to functional linear regression. Zbl 1444.62169 Wang, Guochang; Lian, Heng 5 2020 Ultra-high dimensional single-index quantile regression. Zbl 1533.62030 Zhang, Yuankun; Lian, Heng; Yu, Yan 5 2020 Faster convergence rate for functional linear regression in reproducing kernel Hilbert spaces. Zbl 1437.62270 Zhang, Fode; Zhang, Weiping; Li, Rui; Lian, Heng 3 2020 A reproducing kernel Hilbert space approach to high dimensional partially varying coefficient model. Zbl 1510.62065 Lv, Shaogao; Fan, Zengyan; Lian, Heng; Suzuki, Taiji; Fukumizu, Kenji 3 2020 Nonlinear functional canonical correlation analysis via distance covariance. Zbl 1450.62059 Zhu, Hanbing; Li, Rui; Zhang, Riquan; Lian, Heng 2 2020 Marginal quantile regression for varying coefficient models with longitudinal data. Zbl 1436.62152 Zhao, Weihua; Zhang, Weiping; Lian, Heng 2 2020 Asymptotics of the non-parametric function for B-splines-based estimation in partially linear models. Zbl 07776782 Lian, Heng 2 2020 Principal single-index varying-coefficient models for dimension reduction in quantile regression. Zbl 07194314 Zhao, Weihua; Zhang, Fode; Li, Rui; Lian, Heng 2 2020 Randomized sketches for kernel CCA. Zbl 1472.62086 Lian, Heng; Zhang, Fode; Lu, Wenqi 1 2020 Estimation and testing for partially functional linear errors-in-variables models. Zbl 1420.62186 Zhu, Hanbing; Zhang, Riquan; Yu, Zhou; Lian, Heng; Liu, Yanghui 19 2019 Projected spline estimation of the nonparametric function in high-dimensional partially linear models for massive data. Zbl 1436.62145 Lian, Heng; Zhao, Kaifeng; Lv, Shaogao 12 2019 Estimation for single-index models via martingale difference divergence. Zbl 1507.62112 Liu, Jicai; Xu, Peirong; Lian, Heng 4 2019 Identification and estimation in quantile varying-coefficient models with unknown link function. Zbl 1439.62107 Yue, Lili; Li, Gaorong; Lian, Heng 4 2019 Additive partially linear models for massive heterogeneous data. Zbl 1416.62230 Wang, Binhuan; Fang, Yixin; Lian, Heng; Liang, Hua 3 2019 A general framework for frequentist model averaging. Zbl 1412.62034 Mitra, Priyam; Lian, Heng; Mitra, Ritwik; Liang, Hua; Xie, Min-ge 2 2019 Regression adjustment for treatment effect with multicollinearity in high dimensions. Zbl 1507.62197 Yue, Lili; Li, Gaorong; Lian, Heng; Wan, Xiang 2 2019 Multiple quantile modeling via reduced-rank regression. Zbl 1426.62125 Lian, Heng; Zhao, Weihua; Ma, Yanyuan 2 2019 Principal varying coefficient estimator for high-dimensional models. Zbl 1434.62159 Zhao, Weihua; Zhang, Fode; Wang, Xuejun; Li, Rui; Lian, Heng 1 2019 Partially functional linear regression with quadratic regularization. Zbl 1430.62086 Zhang, Fode; Lian, Heng 1 2019 Oracle inequalities for sparse additive quantile regression in reproducing kernel Hilbert space. Zbl 1459.62053 Lv, Shaogao; Lin, Huazhen; Lian, Heng; Huang, Jian 28 2018 Divide-and-conquer for debiased \(l_1\)-norm support vector machine in ultra-high dimensions. Zbl 1468.68158 Lian, Heng; Fan, Zengyan 13 2018 Dimensionality reduction and variable selection in multivariate varying-coefficient models with a large number of covariates. Zbl 1398.62136 He, Kejun; Lian, Heng; Ma, Shujie; Huang, Jianhua Z. 8 2018 A principal varying-coefficient model for quantile regression: joint variable selection and dimension reduction. Zbl 1469.62180 Zhao, Weihua; Jiang, Xuejun; Lian, Heng 7 2018 Greedy forward regression for variable screening. Zbl 1521.62120 Cheng, Ming-Yen; Feng, Sanying; Li, Gaorong; Lian, Heng 4 2018 Estimation and testing for time-varying quantile single-index models with longitudinal data. Zbl 1469.62102 Li, Jianbo; Lian, Heng; Jiang, Xuejun; Song, Xinyuan 4 2018 Quantile regression for additive coefficient models in high dimensions. Zbl 1499.62131 Fan, Zengyan; Lian, Heng 2 2018 Partially linear additive models with unknown link functions. Zbl 1408.62080 Zhang, Jun; Lian, Heng 2 2018 On the sign consistency of the Lasso for the high-dimensional Cox model. Zbl 1395.62309 Lv, Shaogao; You, Mengying; Lin, Huazhen; Lian, Heng; Huang, Jian 2 2018 Robust estimation and model identification for longitudinal data varying-coefficient model. Zbl 1508.62104 Liu, Shu; Lian, Heng 1 2018 Time-varying quantile single-index model for multivariate responses. Zbl 1469.62181 Zhao, Weihua; Zhou, Yan; Lian, Heng 1 2018 Profile forward regression screening for ultra-high dimensional semiparametric varying coefficient partially linear models. Zbl 1360.62180 Li, Yujie; Li, Gaorong; Lian, Heng; Tong, Tiejun 13 2017 Estimation and variable selection for quantile partially linear single-index models. Zbl 1403.62069 Zhang, Yuankun; Lian, Heng; Yu, Yan 12 2017 Composite quantile regression for correlated data. Zbl 1466.62230 Zhao, Weihua; Lian, Heng; Song, Xinyuan 12 2017 GEE analysis for longitudinal single-index quantile regression. Zbl 1391.62069 Zhao, Weihua; Lian, Heng; Liang, Hua 12 2017 Quantile regression for the single-index coefficient model. Zbl 1392.62127 Zhao, Weihua; Lian, Heng; Liang, Hua 10 2017 Robust reduced-rank modeling via rank regression. Zbl 1356.62056 Zhao, Weihua; Lian, Heng; Ma, Shujie 8 2017 Bayesian composite quantile regression for linear mixed-effects models. Zbl 1376.62025 Tian, Yuzhu; Lian, Heng; Tian, Maozai 4 2017 Quantile index coefficient model with variable selection. Zbl 1352.62061 Zhao, Weihua; Lian, Heng 3 2017 Estimation and model identification of longitudinal data time-varying nonparametric models. Zbl 1369.62077 Liu, Shu; You, Jinhong; Lian, Heng 1 2017 SiAM: a hybrid of single index models and additive models. Zbl 1364.62096 Ma, Shujie; Lian, Heng; Liang, Hua; Carroll, Raymond J. 1 2017 Robust closed-form estimators for the integer-valued GARCH(1,1) model. Zbl 1466.62141 Li, Qi; Lian, Heng; Zhu, Fukang 15 2016 Separation of linear and index covariates in partially linear single-index models. Zbl 1328.62247 Lian, Heng; Liang, Hua 10 2016 Nonconcave penalized estimation for partially linear models with longitudinal data. Zbl 1342.62052 Yang, Yiping; Li, Gaorong; Lian, Heng 9 2016 A note on the efficiency of composite quantile regression. Zbl 1510.62198 Zhao, Kaifeng; Lian, Heng 8 2016 A new nested Cholesky decomposition and estimation for the covariance matrix of bivariate longitudinal data. Zbl 1466.62066 Feng, Sanying; Lian, Heng; Xue, Liugen 7 2016 Efficient estimation for the heteroscedastic single-index varying coefficient models. Zbl 1383.62088 Lai, Peng; Zhang, Qingzhao; Lian, Heng; Wang, Qihua 6 2016 Empirical likelihood for single-index models with responses missing at random. Zbl 1342.62118 Xue, LiuGen; Lian, Heng 6 2016 The expectation-maximization approach for Bayesian quantile regression. Zbl 1468.62235 Zhao, Kaifeng; Lian, Heng 5 2016 Estimation and variable selection for proportional response data with partially linear single-index models. Zbl 1468.62236 Zhao, Weihua; Lian, Heng; Zhang, Riquan; Lai, Peng 4 2016 Minimax convergence rates for kernel CCA. Zbl 1347.62098 Fan, Zengyan; Lian, Heng 3 2016 Sparsistent and constansistent estimation of the varying-coefficient model with a diverging number of predictors. Zbl 1396.62083 Zhao, Kaifeng; Lian, Heng 3 2016 Kernel additive sliced inverse regression. Zbl 1360.62181 Lian, Heng; Wang, Qin 1 2016 Nonconvex penalized reduced rank regression and its oracle properties in high dimensions. Zbl 1328.62428 Lian, Heng; Kim, Yongdai 1 2016 Bayesian additive machine: classification with a semiparametric discriminant function. Zbl 1510.62047 Hu, Yuao; Zhao, Kaifeng; Lian, Heng 1 2016 Mean and quantile boosting for partially linear additive models. Zbl 1505.62397 Tang, Xingyu; Lian, Heng 1 2016 Variable selection and estimation for partially linear single-index models with longitudinal data. Zbl 1331.62336 Li, Gaorong; Lai, Peng; Lian, Heng 28 2015 Variance function partially linear single-index models. Zbl 1414.62301 Lian, Heng; Liang, Hua; Carroll, Raymond J. 24 2015 Separation of covariates into nonparametric and parametric parts in high-dimensional partially linear additive models. Zbl 1534.62053 Lian, Heng; Liang, Hua; Ruppert, David 24 2015 Minimax prediction for functional linear regression with functional responses in reproducing kernel Hilbert spaces. Zbl 1327.62216 Lian, Heng 16 2015 Bayesian Tobit quantile regression with single-index models. Zbl 1457.62375 Zhao, Kaifeng; Lian, Heng 16 2015 Bayesian quantile regression for partially linear additive models. Zbl 1331.62143 Hu, Yuao; Zhao, Kaifeng; Lian, Heng 12 2015 Convergence and sparsity of Lasso and group Lasso in high-dimensional generalized linear models. Zbl 1364.62198 Wang, Lichun; You, Yuan; Lian, Heng 10 2015 Quantile regression for dynamic partially linear varying coefficient time series models. Zbl 1327.62307 Lian, Heng 9 2015 Variable selection for fixed effects varying coefficient models. Zbl 1307.62179 Li, Gao Rong; Lian, Heng; Lai, Peng; Peng, Heng 6 2015 Functional sufficient dimension reduction: convergence rates and multiple functional case. Zbl 1326.62091 Lian, Heng 4 2015 Simultaneous estimation of linear conditional quantiles with penalized splines. Zbl 1327.62308 Lian, Heng; Meng, Jie; Fan, Zengyan 4 2015 Parametric and semiparametric reduced-rank regression with flexible sparsity. Zbl 1308.62144 Lian, Heng; Feng, Sanying; Zhao, Kaifeng 3 2015 Variance function additive partial linear models. Zbl 1329.62199 Fang, Yixin; Lian, Heng; Liang, Hua; Ruppert, David 3 2015 Spline estimator for simultaneous variable selection and constant coefficient identification in high-dimensional generalized varying-coefficient models. Zbl 1327.62309 Lian, Heng; Meng, Jie; Zhao, Kaifeng 2 2015 Gaussian process models for non parametric functional regression with functional responses. Zbl 1369.62081 Tang, Xingyu; Hong, Zhaoping; Hu, Yuao; Lian, Heng 1 2015 Empirical likelihood for the class of single index hazard regression models. Zbl 1327.62469 Li, Jianbo; Guo, Minglong; Du, Changxin; Zhang, Riquan; Lian, Heng 1 2015 Generalized additive partial linear models for clustered data with diverging number of covariates using GEE. Zbl 1285.62080 Lian, Heng; Liang, Hua; Wang, Lan 27 2014 Series expansion for functional sufficient dimension reduction. Zbl 1278.62055 Lian, Heng; Li, Gaorong 26 2014 Some asymptotic properties for functional canonical correlation analysis. Zbl 1365.62140 Lian, Heng 5 2014 Partially linear structure identification in generalized additive models with NP-dimensionality. Zbl 1506.62107 Lian, Heng; Du, Pang; Li, YuanZhang; Liang, Hua 4 2014 SCAD-penalized regression in additive partially linear proportional hazards models with an ultra-high-dimensional linear part. Zbl 1359.62130 Lian, Heng; Li, Jianbo; Tang, Xingyu 3 2014 Variational inferences for partially linear additive models with variable selection. Zbl 1506.62210 Zhao, Kaifeng; Lian, Heng 3 2014 Estimation by polynomial splines with variable selection in additive Cox models. Zbl 1367.62132 Zhang, Shangli; Wang, Lichun; Lian, Heng 3 2014 Adaptive rates of contraction of posterior distributions in Bayesian wavelet regression. Zbl 1278.62038 Lian, Heng 2 2014 Semiparametric Bayesian information criterion for model selection in ultra-high dimensional additive models. Zbl 1278.62054 Lian, Heng 2 2014 ...and 45 more Documents all cited Publications top 5 cited Publications all top 5 Cited by 1,171 Authors 89 Lian, Heng 42 Zhang, Jun 21 Li, Gaorong 20 Vieu, Philippe 18 Zhang, Riquan 17 Li, Rui 17 Xue, Liugen 16 Yang, Hu 16 Zhao, Weihua 14 Liang, Hua 14 Lv, Jing 13 Feng, Sanying 13 Gai, Yujie 13 Guo, Chaohui 13 Laksaci, Ali 11 Wang, Guochang 11 Wang, Lei 11 Zhou, Yan 10 Liang, Hanying 9 Aneiros-Pérez, Germán 9 Lin, Hongmei 9 Rachdi, Mustapha 9 Tian, Maozai 9 Tian, Yuzhu 8 Feng, Zhenghui 8 Lin, Bingqing 8 Tang, Manlai 8 Wang, Kangning 8 Yang, Jing 8 Zhang, Qingzhao 8 Zhao, Peixin 8 Zhu, Fukang 8 Zhu, Hanbing 7 Fan, Zengyan 7 Lai, Peng 7 Lu, Xuewen 7 Xu, Wangli 7 Zhang, Fode 7 Zhao, Kaifeng 7 Zhou, Jianjun 7 Zhu, Zhongyi 6 Alhamzawi, Rahim 6 Almanjahie, Ibrahim Mufrah 6 Jiang, Rong 6 Li, Yehua 6 Ling, Nengxiang 6 Lv, Shaogao 6 Song, Xinyuan 6 Tong, Tiejun 6 Yang, Yiping 6 Yu, Ping 6 Zhang, Baoxue 5 Du, Jiang 5 Fang, Kuangnan 5 Hu, Yuao 5 Hu, Yuping 5 Lee, Eun Ryung 5 Lin, Lu 5 Liu, Jiamin 5 Liu, Xiaohui 5 Lu, Wenqi 5 Ma, Shujie 5 Park, Byeong Uk 5 Peng, Heng 5 Wang, Huixia Judy 5 Wang, Lichun 5 Wang, Mingqiu 5 Wang, Xiaozhou 5 Wang, Yue 5 Yang, Guangren 5 Yu, Yan 5 Zhang, WeiPing 5 Zhang, Xinyu 5 Zhang, Zhongzhan 4 Attouch, Mohammed Kadi 4 Baghfalaki, Taban 4 Boente, Graciela 4 Bouzebda, Salim 4 Chen, Qian 4 Cui, Xia 4 Fan, Guoliang 4 Ganjali, Mojtaba 4 Ghasemzadeh, Siamak 4 He, Xin 4 Honda, Toshio 4 Hossain, Shakhawat 4 Huang, Jianhua Z. 4 Huang, Zhensheng 4 Jiang, Zhiqiang 4 Li, Qi 4 Lin, Huazhen 4 Liu, Wanrong 4 Lü, Fang 4 Ma, Shuangge 4 Ma, Yanyuan 4 Petrella, Lea 4 Reimherr, Matthew L. 4 Smaga, Łukasz 4 Sun, Xiaofei 4 Tian, Guoliang ...and 1,071 more Authors all top 5 Cited in 112 Serials 59 Computational Statistics and Data Analysis 55 Journal of Multivariate Analysis 47 Communications in Statistics. 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