Edit Profile (opens in new tab) Lian, Heng Compute Distance To: Compute 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: 160 Publications since 2007 Co-Authors: 98 Co-Authors with 130 Joint Publications 3,749 Co-Co-Authors all top 5 Co-Authors 28 single-authored 17 Zhao, Weihua 16 Liang, Hua 14 Li, Gaorong 11 Lai, Peng 11 Zhao, Kaifeng 8 Fan, Zengyan 8 Hu, Yuao 8 Li, Jianbo 7 Zhang, Fode 6 Feng, Sanying 6 Hong, Zhaoping 6 Lin, Hongmei 5 Wang, Lichun 5 Zhang, Riquan 4 Jiang, Xuejun 4 Lv, Shaogao 4 Meng, Jie 4 Tang, Xingyu 4 Xue, Liugen 3 Fang, Yixin 3 Lu, Wenqi 3 Ma, Shujie 3 Tian, Ye 3 Yang, Guangren 3 Zhang, WeiPing 3 Zhu, Zhongyi 2 Carroll, Raymond James 2 Cui, Xia 2 Huang, Jian 2 Lin, Huazhen 2 Liu, Shu 2 Ruppert, David 2 Song, Xinyuan 2 Tian, Maozai 2 Tian, Yuzhu 2 Wang, Qihua 2 Xie, Minge 2 You, Yuan 2 Yu, Yan 2 Yue, Lili 2 Zhang, Yuankun 2 Zhou, Yan 2 Zhu, Fukang 2 Zhu, Hanbing 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 Gramacy, Robert B. 1 Gu, Ming Gao 1 Guo, Minglong 1 He, Kejun 1 Huang, Jianhua Z. 1 Huang, Zhensheng 1 Jo, Seongil 1 Kim, Yongdai 1 Li, Guodong 1 Li, Qi 1 Li, Yuanzhang 1 Li, Yujie 1 Liu, Jicai 1 Liu, Pengfei 1 Liu, Wanrong 1 Liu, Xiaohui 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 Singh, Radhey S. 1 Suzuki, Taiji 1 Tong, Tiejun 1 Wan, Xiang 1 Wang, Binhuan 1 Wang, Guochang 1 Wang, Lan 1 Wang, Qin 1 Wang, Xuejun 1 Xiong, Xianzhu 1 Xu, Peirong 1 Yang, Aijun 1 Yang, Jianyi 1 Yang, Yiping 1 You, Jinhong 1 You, Mengying 1 Yu, Zhou 1 Zhang, Junhua 1 Zhang, Qingzhao 1 Zhang, Shangli 1 Zhang, Xiaoyu 1 Zhu, Lixing all top 5 Serials 29 Journal of Multivariate Analysis 20 Computational Statistics and Data Analysis 11 Statistics & Probability Letters 9 Journal of Statistical Planning and Inference 8 Communications in Statistics. Theory and Methods 8 Statistica Sinica 8 Journal of Nonparametric Statistics 8 Electronic Journal of Statistics 7 Statistics 6 Journal of Statistical Computation and Simulation 5 Statistics and Computing 4 Metrika 3 Annals of the Institute of Statistical Mathematics 3 Journal of Machine Learning Research (JMLR) 2 The Annals of Statistics 2 Biometrics 2 Science China. Mathematics 1 The Canadian Journal of Statistics 1 Inverse Problems 1 Scandinavian Journal of Statistics 1 Information Sciences 1 Journal of the American Statistical Association 1 Journal of Complexity 1 Neural Networks 1 Neural Computation 1 Economics Letters 1 Computational Statistics 1 Communications in Statistics. Simulation and Computation 1 Pattern Recognition 1 Test 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 all top 5 Fields 156 Statistics (62-XX) 30 Numerical analysis (65-XX) 9 Functional analysis (46-XX) 5 Biology and other natural sciences (92-XX) 4 Computer science (68-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) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 113 Publications have been cited 742 times in 514 Documents Cited by ▼ Year ▼ Functional partial linear model. Zbl 1359.62157Lian, Heng 49 2011 Convergence of functional \(k\)-nearest neighbor regression estimate with functional responses. Zbl 1274.62291Lian, Heng 32 2011 Empirical likelihood confidence intervals for nonparametric functional data analysis. Zbl 1238.62057Lian, Heng 28 2012 Variable selection for high-dimensional generalized varying-coefficient models. Zbl 1253.62027Lian, Heng 24 2012 Nonlinear functional models for functional responses in reproducing kernel Hilbert spaces. Zbl 1142.62020Lian, Heng 23 2007 Bias-corrected GEE estimation and smooth-threshold GEE variable selection for single-index models with clustered data. Zbl 1274.62245Lai, Peng; Wang, Qihua; Lian, Heng 23 2012 Variable selection and estimation for partially linear single-index models with longitudinal data. Zbl 1331.62336Li, Gaorong; Lai, Peng; Lian, Heng 21 2015 Bayesian quantile regression for longitudinal data models. Zbl 1431.62162Luo, Youxi; Lian, Heng; Tian, Maozai 19 2012 Shrinkage estimation and selection for multiple functional regression. Zbl 1257.62041Lian, Heng 18 2013 Series expansion for functional sufficient dimension reduction. Zbl 1278.62055Lian, Heng; Li, Gaorong 18 2014 Bayesian quantile regression for single-index models. Zbl 1325.62089Hu, Yuao; Gramacy, Robert B.; Lian, Heng 18 2013 Generalized additive partial linear models for clustered data with diverging number of covariates using GEE. Zbl 1285.62080Lian, Heng; Liang, Hua; Wang, Lan 18 2014 Variance function partially linear single-index models. Zbl 1414.62301Lian, Heng; Liang, Hua; Carroll, Raymond J. 17 2015 Oracle inequalities for sparse additive quantile regression in reproducing kernel Hilbert space. Zbl 1459.62053Lv, Shaogao; Lin, Huazhen; Lian, Heng; Huang, Jian 15 2018 Separation of covariates into nonparametric and parametric parts in high-dimensional partially linear additive models. Zbl 06503812Lian, Heng; Liang, Hua; Ruppert, David 15 2015 Semi-varying coefficient models with a diverging number of components. Zbl 1216.62060Li, Gaorong; Xue, Liugen; Lian, Heng 14 2011 Empirical likelihood inference for partially linear panel data models with fixed effects. Zbl 1238.62049Zhang, Junhua; Feng, Sanying; Li, Gaorong; Lian, Heng 14 2011 Automatic variable selection for longitudinal generalized linear models. Zbl 1348.62205Li, Gaorong; Lian, Heng; Feng, Sanying; Zhu, Lixing 13 2013 Quadratic inference functions for partially linear single-index models with longitudinal data. Zbl 1277.62093Lai, Peng; Li, Gaorong; Lian, Heng 13 2013 Minimax prediction for functional linear regression with functional responses in reproducing kernel Hilbert spaces. Zbl 1327.62216Lian, Heng 11 2015 Shrinkage estimation for identification of linear components in additive models. Zbl 1237.62048Lian, Heng 10 2012 Robust closed-form estimators for the integer-valued GARCH(1,1) model. Zbl 1466.62141Li, Qi; Lian, Heng; Zhu, Fukang 9 2016 Convergence and sparsity of Lasso and group Lasso in high-dimensional generalized linear models. Zbl 1364.62198Wang, Lichun; You, Yuan; Lian, Heng 9 2015 Bayesian Tobit quantile regression with single-index models. Zbl 1457.62375Zhao, Kaifeng; Lian, Heng 8 2015 Composite quantile regression for correlated data. Zbl 1466.62230Zhao, Weihua; Lian, Heng; Song, Xinyuan 8 2017 Inference of genetic networks from time course expression data using functional regression with lasso penalty. Zbl 1216.62170Hong, Zhaoping; Lian, Heng 8 2011 On posterior distribution of Bayesian wavelet thresholding. Zbl 1197.62048Lian, Heng 8 2011 Variable selection in a partially linear proportional hazards model with a diverging dimensionality. Zbl 1489.62307Hu, Yuao; Lian, Heng 8 2013 Nonconcave penalized estimation for partially linear models with longitudinal data. Zbl 1342.62052Yang, Yiping; Li, Gaorong; Lian, Heng 8 2016 Profile forward regression screening for ultra-high dimensional semiparametric varying coefficient partially linear models. Zbl 1360.62180Li, Yujie; Li, Gaorong; Lian, Heng; Tong, Tiejun 8 2017 A note on the consistency of Schwarz’s criterion in linear quantile regression with the SCAD penalty. Zbl 1456.62144Lian, Heng 8 2012 Estimation and testing for partially functional linear errors-in-variables models. Zbl 1420.62186Zhu, Hanbing; Zhang, Riquan; Yu, Zhou; Lian, Heng; Liu, Yanghui 7 2019 A note on conditional Akaike information for Poisson regression with random effects. Zbl 1334.62140Lian, Heng 7 2012 Convergence of nonparametric functional regression estimates with functional responses. Zbl 1295.62042Lian, Heng 7 2012 Separation of linear and index covariates in partially linear single-index models. Zbl 1328.62247Lian, Heng; Liang, Hua 7 2016 Empirical likelihood for partially linear proportional hazards models with growing dimensions. Zbl 1328.62569Tang, Xingyu; Li, Jianbo; Lian, Heng 7 2013 GEE analysis for longitudinal single-index quantile regression. Zbl 1391.62069Zhao, Weihua; Lian, Heng; Liang, Hua 7 2017 A new nested Cholesky decomposition and estimation for the covariance matrix of bivariate longitudinal data. Zbl 1466.62066Feng, Sanying; Lian, Heng; Xue, Liugen 6 2016 Shrinkage tuning parameter selection in precision matrices estimation. Zbl 1213.62099Lian, Heng 6 2011 Identification of partially linear structure in additive models with an application to gene expression prediction from sequences. Zbl 1251.62013Lian, Heng; Chen, Xin; Yang, Jian-Yi 6 2012 Robust reduced-rank modeling via rank regression. Zbl 1356.62056Zhao, Weihua; Lian, Heng; Ma, Shujie 6 2017 Partially linear structure selection in Cox models with varying coefficients. Zbl 1274.62819Lian, Heng; Lai, Peng; Liang, Hua 6 2013 Estimation and variable selection for quantile partially linear single-index models. Zbl 1403.62069Zhang, Yuankun; Lian, Heng; Yu, Yan 6 2017 Variable selection for fixed effects varying coefficient models. Zbl 1307.62179Li, Gao Rong; Lian, Heng; Lai, Peng; Peng, Heng 6 2015 On efficient estimators of two seemingly unrelated regressions. Zbl 1209.62139Wang, Lichun; Lian, Heng; Singh, Radhey S. 5 2011 Variable selection in high-dimensional partly linear additive models. Zbl 1254.62053Lian, Heng 5 2012 Total variation, adaptive total variation and nonconvex smoothly clipped absolute deviation penalty for denoising blocky images. Zbl 1209.68597Chopra, Aditya; Lian, Heng 5 2010 Bayesian quantile regression for partially linear additive models. Zbl 1331.62143Hu, Yuao; Zhao, Kaifeng; Lian, Heng 5 2015 Quantile regression for the single-index coefficient model. Zbl 1392.62127Zhao, Weihua; Lian, Heng; Liang, Hua 5 2017 Variable selection for high-dimensional varying coefficient partially linear models via nonconcave penalty. Zbl 06224852Hong, Zhaoping; Hu, Yuao; Lian, Heng 5 2013 Some asymptotic properties for functional canonical correlation analysis. Zbl 1365.62140Lian, Heng 5 2014 Dimensionality reduction and variable selection in multivariate varying-coefficient models with a large number of covariates. Zbl 1398.62136He, Kejun; Lian, Heng; Ma, Shujie; Huang, Jianhua Z. 5 2018 A principal varying-coefficient model for quantile regression: joint variable selection and dimension reduction. Zbl 1469.62180Zhao, Weihua; Jiang, Xuejun; Lian, Heng 4 2018 Efficient estimation for the heteroscedastic single-index varying coefficient models. Zbl 1383.62088Lai, Peng; Zhang, Qingzhao; Lian, Heng; Wang, Qihua 4 2016 Posterior convergence and model estimation in Bayesian change-point problems. Zbl 1329.62219Lian, Heng 4 2010 Quantile regression for dynamic partially linear varying coefficient time series models. Zbl 1327.62307Lian, Heng 4 2015 A note on the efficiency of composite quantile regression. Zbl 07184674Zhao, Kaifeng; Lian, Heng 3 2016 Estimation and variable selection for proportional response data with partially linear single-index models. Zbl 1468.62236Zhao, Weihua; Lian, Heng; Zhang, Riquan; Lai, Peng 3 2016 MOST: Detecting cancer differential gene expression. Zbl 1143.62084Lian, Heng 3 2008 SCAD-penalised generalised additive models with non-polynomial dimensionality. Zbl 1284.62459Li, Gaorong; Xue, Liugen; Lian, Heng 3 2012 Functional sufficient dimension reduction: convergence rates and multiple functional case. Zbl 1326.62091Lian, Heng 3 2015 Variance function additive partial linear models. Zbl 1329.62199Fang, Yixin; Lian, Heng; Liang, Hua; Ruppert, David 3 2015 Consistency of Bayesian estimation of a step function. Zbl 1109.62024Lian, Heng 3 2007 Bayesian composite quantile regression for linear mixed-effects models. Zbl 1376.62025Tian, Yuzhu; Lian, Heng; Tian, Maozai 3 2017 SCAD-penalized regression in additive partially linear proportional hazards models with an ultra-high-dimensional linear part. Zbl 1359.62130Lian, Heng; Li, Jianbo; Tang, Xingyu 3 2014 Sparse Bayesian hierarchical modeling of high-dimensional clustering problems. Zbl 1188.62137Lian, Heng 3 2010 Polynomial spline estimation for generalized varying coefficient partially linear models with a diverging number of components. Zbl 1365.62300Wang, Lichun; Lai, Peng; Lian, Heng 3 2013 Generalized additive partial linear models with high-dimensional covariates. Zbl 1290.62054Lian, Heng; Liang, Hua 3 2013 Estimation by polynomial splines with variable selection in additive Cox models. Zbl 1367.62132Zhang, Shangli; Wang, Lichun; Lian, Heng 3 2014 Divide-and-conquer for debiased \(l_1\)-norm support vector machine in ultra-high dimensions. Zbl 1468.68158Lian, Heng; Fan, Zengyan 3 2018 Estimation and testing for time-varying quantile single-index models with longitudinal data. Zbl 1469.62102Li, Jianbo; Lian, Heng; Jiang, Xuejun; Song, Xinyuan 3 2018 Ultra-high dimensional single-index quantile regression. Zbl 07306908Zhang, Yuankun; Lian, Heng; Yu, Yan 3 2020 Identification and estimation in quantile varying-coefficient models with unknown link function. Zbl 1439.62107Yue, Lili; Li, Gaorong; Lian, Heng 3 2019 Marginal quantile regression for varying coefficient models with longitudinal data. Zbl 1436.62152Zhao, Weihua; Zhang, Weiping; Lian, Heng 2 2020 Functional sliced inverse regression in a reproducing kernel Hilbert space: a theoretical connection to functional linear regression. Zbl 1444.62169Wang, Guochang; Lian, Heng 2 2020 Partially linear additive models with unknown link functions. Zbl 1408.62080Zhang, Jun; Lian, Heng 2 2018 On the sign consistency of the Lasso for the high-dimensional Cox model. Zbl 1395.62309Lv, Shaogao; You, Mengying; Lin, Huazhen; Lian, Heng; Huang, Jian 2 2018 Sparsistent and constansistent estimation of the varying-coefficient model with a diverging number of predictors. Zbl 1396.62083Zhao, Kaifeng; Lian, Heng 2 2016 Quantile index coefficient model with variable selection. Zbl 1352.62061Zhao, Weihua; Lian, Heng 2 2017 Empirical likelihood for single-index models with responses missing at random. Zbl 1342.62118Xue, LiuGen; Lian, Heng 2 2016 Minimax convergence rates for kernel CCA. Zbl 1347.62098Fan, Zengyan; Lian, Heng 2 2016 On rates of convergence for posterior distributions under misspecification. Zbl 1167.62045Lian, Heng 2 2009 On the consistency of Bayesian function approximation using step functions. Zbl 1144.62310Lian, Heng 2 2007 Adaptive rates of contraction of posterior distributions in Bayesian wavelet regression. Zbl 1278.62038Lian, Heng 2 2014 Semiparametric estimation of fixed effects panel data single-index model. Zbl 1278.62048Lai, Peng; Li, Gaorong; Lian, Heng 2 2013 Greedy forward regression for variable screening. Zbl 06867960Cheng, Ming-Yen; Feng, Sanying; Li, Gaorong; Lian, Heng 2 2018 Shrinkage variable selection and estimation in proportional hazards models with additive structure and high dimensionality. Zbl 1468.62119Lian, Heng; Li, Jianbo; Hu, Yuao 2 2013 Variational inferences for partially linear additive models with variable selection. Zbl 06984089Zhao, Kaifeng; Lian, Heng 2 2014 Regression adjustment for treatment effect with multicollinearity in high dimensions. Zbl 07027262Yue, Lili; Li, Gaorong; Lian, Heng; Wan, Xiang 2 2019 Faster convergence rate for functional linear regression in reproducing kernel Hilbert spaces. Zbl 1437.62270Zhang, Fode; Zhang, Weiping; Li, Rui; Lian, Heng 1 2020 Bayesian additive machine: classification with a semiparametric discriminant function. Zbl 07184635Hu, Yuao; Zhao, Kaifeng; Lian, Heng 1 2016 Principal varying coefficient estimator for high-dimensional models. Zbl 1434.62159Zhao, Weihua; Zhang, Fode; Wang, Xuejun; Li, Rui; Lian, Heng 1 2019 A reproducing kernel Hilbert space approach to high dimensional partially varying coefficient model. Zbl 07345887Lv, Shaogao; Fan, Zengyan; Lian, Heng; Suzuki, Taiji; Fukumizu, Kenji 1 2020 Optimal prediction for high-dimensional functional quantile regression in reproducing kernel Hilbert spaces. Zbl 1472.62177Yang, Guangren; Liu, Xiaohui; Lian, Heng 1 2021 The expectation-maximization approach for Bayesian quantile regression. Zbl 1468.62235Zhao, Kaifeng; Lian, Heng 1 2016 Functional additive quantile regression. Zbl 1475.62150Zhang, Yingying; Lian, Heng; Li, Guodong; Zhu, Zhongyi 1 2021 Estimation for single-index models via martingale difference divergence. Zbl 07058819Liu, Jicai; Xu, Peirong; Lian, Heng 1 2019 Empirical likelihood inference for general transformation models with right censored data. Zbl 1332.62387Li, Jianbo; Huang, Zhensheng; Lian, Heng 1 2014 Kernel additive sliced inverse regression. Zbl 1360.62181Lian, Heng; Wang, Qin 1 2016 Spline estimator for simultaneous variable selection and constant coefficient identification in high-dimensional generalized varying-coefficient models. Zbl 1327.62309Lian, Heng; Meng, Jie; Zhao, Kaifeng 1 2015 Optimal prediction for high-dimensional functional quantile regression in reproducing kernel Hilbert spaces. Zbl 1472.62177Yang, Guangren; Liu, Xiaohui; Lian, Heng 1 2021 Functional additive quantile regression. Zbl 1475.62150Zhang, Yingying; Lian, Heng; Li, Guodong; Zhu, Zhongyi 1 2021 Ultra-high dimensional single-index quantile regression. Zbl 07306908Zhang, Yuankun; Lian, Heng; Yu, Yan 3 2020 Marginal quantile regression for varying coefficient models with longitudinal data. Zbl 1436.62152Zhao, Weihua; Zhang, Weiping; Lian, Heng 2 2020 Functional sliced inverse regression in a reproducing kernel Hilbert space: a theoretical connection to functional linear regression. Zbl 1444.62169Wang, Guochang; Lian, Heng 2 2020 Faster convergence rate for functional linear regression in reproducing kernel Hilbert spaces. Zbl 1437.62270Zhang, Fode; Zhang, Weiping; Li, Rui; Lian, Heng 1 2020 A reproducing kernel Hilbert space approach to high dimensional partially varying coefficient model. Zbl 07345887Lv, Shaogao; Fan, Zengyan; Lian, Heng; Suzuki, Taiji; Fukumizu, Kenji 1 2020 Partially functional linear regression in reproducing kernel Hilbert spaces. Zbl 07212325Cui, Xia; Lin, Hongmei; Lian, Heng 1 2020 Nonlinear functional canonical correlation analysis via distance covariance. Zbl 1450.62059Zhu, Hanbing; Li, Rui; Zhang, Riquan; Lian, Heng 1 2020 Estimation and testing for partially functional linear errors-in-variables models. Zbl 1420.62186Zhu, Hanbing; Zhang, Riquan; Yu, Zhou; Lian, Heng; Liu, Yanghui 7 2019 Identification and estimation in quantile varying-coefficient models with unknown link function. Zbl 1439.62107Yue, Lili; Li, Gaorong; Lian, Heng 3 2019 Regression adjustment for treatment effect with multicollinearity in high dimensions. Zbl 07027262Yue, Lili; Li, Gaorong; Lian, Heng; Wan, Xiang 2 2019 Principal varying coefficient estimator for high-dimensional models. Zbl 1434.62159Zhao, Weihua; Zhang, Fode; Wang, Xuejun; Li, Rui; Lian, Heng 1 2019 Estimation for single-index models via martingale difference divergence. Zbl 07058819Liu, Jicai; Xu, Peirong; Lian, Heng 1 2019 A general framework for frequentist model averaging. Zbl 1412.62034Mitra, Priyam; Lian, Heng; Mitra, Ritwik; Liang, Hua; Xie, Min-ge 1 2019 Oracle inequalities for sparse additive quantile regression in reproducing kernel Hilbert space. Zbl 1459.62053Lv, Shaogao; Lin, Huazhen; Lian, Heng; Huang, Jian 15 2018 Dimensionality reduction and variable selection in multivariate varying-coefficient models with a large number of covariates. Zbl 1398.62136He, Kejun; Lian, Heng; Ma, Shujie; Huang, Jianhua Z. 5 2018 A principal varying-coefficient model for quantile regression: joint variable selection and dimension reduction. Zbl 1469.62180Zhao, Weihua; Jiang, Xuejun; Lian, Heng 4 2018 Divide-and-conquer for debiased \(l_1\)-norm support vector machine in ultra-high dimensions. Zbl 1468.68158Lian, Heng; Fan, Zengyan 3 2018 Estimation and testing for time-varying quantile single-index models with longitudinal data. Zbl 1469.62102Li, Jianbo; Lian, Heng; Jiang, Xuejun; Song, Xinyuan 3 2018 Partially linear additive models with unknown link functions. Zbl 1408.62080Zhang, Jun; Lian, Heng 2 2018 On the sign consistency of the Lasso for the high-dimensional Cox model. Zbl 1395.62309Lv, Shaogao; You, Mengying; Lin, Huazhen; Lian, Heng; Huang, Jian 2 2018 Greedy forward regression for variable screening. Zbl 06867960Cheng, Ming-Yen; Feng, Sanying; Li, Gaorong; Lian, Heng 2 2018 Composite quantile regression for correlated data. Zbl 1466.62230Zhao, Weihua; Lian, Heng; Song, Xinyuan 8 2017 Profile forward regression screening for ultra-high dimensional semiparametric varying coefficient partially linear models. Zbl 1360.62180Li, Yujie; Li, Gaorong; Lian, Heng; Tong, Tiejun 8 2017 GEE analysis for longitudinal single-index quantile regression. Zbl 1391.62069Zhao, Weihua; Lian, Heng; Liang, Hua 7 2017 Robust reduced-rank modeling via rank regression. Zbl 1356.62056Zhao, Weihua; Lian, Heng; Ma, Shujie 6 2017 Estimation and variable selection for quantile partially linear single-index models. Zbl 1403.62069Zhang, Yuankun; Lian, Heng; Yu, Yan 6 2017 Quantile regression for the single-index coefficient model. Zbl 1392.62127Zhao, Weihua; Lian, Heng; Liang, Hua 5 2017 Bayesian composite quantile regression for linear mixed-effects models. Zbl 1376.62025Tian, Yuzhu; Lian, Heng; Tian, Maozai 3 2017 Quantile index coefficient model with variable selection. Zbl 1352.62061Zhao, Weihua; Lian, Heng 2 2017 SiAM: a hybrid of single index models and additive models. Zbl 1364.62096Ma, Shujie; Lian, Heng; Liang, Hua; Carroll, Raymond J. 1 2017 Robust closed-form estimators for the integer-valued GARCH(1,1) model. Zbl 1466.62141Li, Qi; Lian, Heng; Zhu, Fukang 9 2016 Nonconcave penalized estimation for partially linear models with longitudinal data. Zbl 1342.62052Yang, Yiping; Li, Gaorong; Lian, Heng 8 2016 Separation of linear and index covariates in partially linear single-index models. Zbl 1328.62247Lian, Heng; Liang, Hua 7 2016 A new nested Cholesky decomposition and estimation for the covariance matrix of bivariate longitudinal data. Zbl 1466.62066Feng, Sanying; Lian, Heng; Xue, Liugen 6 2016 Efficient estimation for the heteroscedastic single-index varying coefficient models. Zbl 1383.62088Lai, Peng; Zhang, Qingzhao; Lian, Heng; Wang, Qihua 4 2016 A note on the efficiency of composite quantile regression. Zbl 07184674Zhao, Kaifeng; Lian, Heng 3 2016 Estimation and variable selection for proportional response data with partially linear single-index models. Zbl 1468.62236Zhao, Weihua; Lian, Heng; Zhang, Riquan; Lai, Peng 3 2016 Sparsistent and constansistent estimation of the varying-coefficient model with a diverging number of predictors. Zbl 1396.62083Zhao, Kaifeng; Lian, Heng 2 2016 Empirical likelihood for single-index models with responses missing at random. Zbl 1342.62118Xue, LiuGen; Lian, Heng 2 2016 Minimax convergence rates for kernel CCA. Zbl 1347.62098Fan, Zengyan; Lian, Heng 2 2016 Bayesian additive machine: classification with a semiparametric discriminant function. Zbl 07184635Hu, Yuao; Zhao, Kaifeng; Lian, Heng 1 2016 The expectation-maximization approach for Bayesian quantile regression. Zbl 1468.62235Zhao, Kaifeng; Lian, Heng 1 2016 Kernel additive sliced inverse regression. Zbl 1360.62181Lian, Heng; Wang, Qin 1 2016 Variable selection and estimation for partially linear single-index models with longitudinal data. Zbl 1331.62336Li, Gaorong; Lai, Peng; Lian, Heng 21 2015 Variance function partially linear single-index models. Zbl 1414.62301Lian, Heng; Liang, Hua; Carroll, Raymond J. 17 2015 Separation of covariates into nonparametric and parametric parts in high-dimensional partially linear additive models. Zbl 06503812Lian, Heng; Liang, Hua; Ruppert, David 15 2015 Minimax prediction for functional linear regression with functional responses in reproducing kernel Hilbert spaces. Zbl 1327.62216Lian, Heng 11 2015 Convergence and sparsity of Lasso and group Lasso in high-dimensional generalized linear models. Zbl 1364.62198Wang, Lichun; You, Yuan; Lian, Heng 9 2015 Bayesian Tobit quantile regression with single-index models. Zbl 1457.62375Zhao, Kaifeng; Lian, Heng 8 2015 Variable selection for fixed effects varying coefficient models. Zbl 1307.62179Li, Gao Rong; Lian, Heng; Lai, Peng; Peng, Heng 6 2015 Bayesian quantile regression for partially linear additive models. Zbl 1331.62143Hu, Yuao; Zhao, Kaifeng; Lian, Heng 5 2015 Quantile regression for dynamic partially linear varying coefficient time series models. Zbl 1327.62307Lian, Heng 4 2015 Functional sufficient dimension reduction: convergence rates and multiple functional case. Zbl 1326.62091Lian, Heng 3 2015 Variance function additive partial linear models. Zbl 1329.62199Fang, 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 1327.62309Lian, Heng; Meng, Jie; Zhao, Kaifeng 1 2015 Gaussian process models for non parametric functional regression with functional responses. Zbl 1369.62081Tang, Xingyu; Hong, Zhaoping; Hu, Yuao; Lian, Heng 1 2015 Empirical likelihood for the class of single index hazard regression models. Zbl 1327.62469Li, Jianbo; Guo, Minglong; Du, Changxin; Zhang, Riquan; Lian, Heng 1 2015 Series expansion for functional sufficient dimension reduction. Zbl 1278.62055Lian, Heng; Li, Gaorong 18 2014 Generalized additive partial linear models for clustered data with diverging number of covariates using GEE. Zbl 1285.62080Lian, Heng; Liang, Hua; Wang, Lan 18 2014 Some asymptotic properties for functional canonical correlation analysis. Zbl 1365.62140Lian, Heng 5 2014 SCAD-penalized regression in additive partially linear proportional hazards models with an ultra-high-dimensional linear part. Zbl 1359.62130Lian, Heng; Li, Jianbo; Tang, Xingyu 3 2014 Estimation by polynomial splines with variable selection in additive Cox models. Zbl 1367.62132Zhang, Shangli; Wang, Lichun; Lian, Heng 3 2014 Adaptive rates of contraction of posterior distributions in Bayesian wavelet regression. Zbl 1278.62038Lian, Heng 2 2014 Variational inferences for partially linear additive models with variable selection. Zbl 06984089Zhao, Kaifeng; Lian, Heng 2 2014 Empirical likelihood inference for general transformation models with right censored data. Zbl 1332.62387Li, Jianbo; Huang, Zhensheng; Lian, Heng 1 2014 Semiparametric Bayesian information criterion for model selection in ultra-high dimensional additive models. Zbl 1278.62054Lian, Heng 1 2014 Estimation and variable selection for generalised partially linear single-index models. Zbl 1359.62127Lai, Peng; Tian, Ye; Lian, Heng 1 2014 Partially linear structure identification in generalized additive models with NP-dimensionality. Zbl 06984087Lian, Heng; Du, Pang; Li, YuanZhang; Liang, Hua 1 2014 Shrinkage estimation and selection for multiple functional regression. Zbl 1257.62041Lian, Heng 18 2013 Bayesian quantile regression for single-index models. Zbl 1325.62089Hu, Yuao; Gramacy, Robert B.; Lian, Heng 18 2013 Automatic variable selection for longitudinal generalized linear models. Zbl 1348.62205Li, Gaorong; Lian, Heng; Feng, Sanying; Zhu, Lixing 13 2013 Quadratic inference functions for partially linear single-index models with longitudinal data. Zbl 1277.62093Lai, Peng; Li, Gaorong; Lian, Heng 13 2013 Variable selection in a partially linear proportional hazards model with a diverging dimensionality. Zbl 1489.62307Hu, Yuao; Lian, Heng 8 2013 Empirical likelihood for partially linear proportional hazards models with growing dimensions. Zbl 1328.62569Tang, Xingyu; Li, Jianbo; Lian, Heng 7 2013 Partially linear structure selection in Cox models with varying coefficients. Zbl 1274.62819Lian, Heng; Lai, Peng; Liang, Hua 6 2013 Variable selection for high-dimensional varying coefficient partially linear models via nonconcave penalty. Zbl 06224852Hong, Zhaoping; Hu, Yuao; Lian, Heng 5 2013 Polynomial spline estimation for generalized varying coefficient partially linear models with a diverging number of components. Zbl 1365.62300Wang, Lichun; Lai, Peng; Lian, Heng 3 2013 Generalized additive partial linear models with high-dimensional covariates. Zbl 1290.62054Lian, Heng; Liang, Hua 3 2013 Semiparametric estimation of fixed effects panel data single-index model. Zbl 1278.62048Lai, Peng; Li, Gaorong; Lian, Heng 2 2013 Shrinkage variable selection and estimation in proportional hazards models with additive structure and high dimensionality. Zbl 1468.62119Lian, Heng; Li, Jianbo; Hu, Yuao 2 2013 A simple and efficient algorithm for fused lasso signal approximator with convex loss function. Zbl 1306.65147Wang, Lichun; You, Yuan; Lian, Heng 1 2013 Empirical likelihood confidence intervals for nonparametric functional data analysis. Zbl 1238.62057Lian, Heng 28 2012 Variable selection for high-dimensional generalized varying-coefficient models. Zbl 1253.62027Lian, Heng 24 2012 Bias-corrected GEE estimation and smooth-threshold GEE variable selection for single-index models with clustered data. Zbl 1274.62245Lai, Peng; Wang, Qihua; Lian, Heng 23 2012 Bayesian quantile regression for longitudinal data models. Zbl 1431.62162Luo, Youxi; Lian, Heng; Tian, Maozai 19 2012 Shrinkage estimation for identification of linear components in additive models. Zbl 1237.62048Lian, Heng 10 2012 A note on the consistency of Schwarz’s criterion in linear quantile regression with the SCAD penalty. Zbl 1456.62144Lian, Heng 8 2012 A note on conditional Akaike information for Poisson regression with random effects. Zbl 1334.62140Lian, Heng 7 2012 Convergence of nonparametric functional regression estimates with functional responses. Zbl 1295.62042Lian, Heng 7 2012 Identification of partially linear structure in additive models with an application to gene expression prediction from sequences. Zbl 1251.62013Lian, Heng; Chen, Xin; Yang, Jian-Yi 6 2012 Variable selection in high-dimensional partly linear additive models. Zbl 1254.62053Lian, Heng 5 2012 SCAD-penalised generalised additive models with non-polynomial dimensionality. Zbl 1284.62459Li, Gaorong; Xue, Liugen; Lian, Heng 3 2012 Time-varying coefficient estimation in differential equation models with noisy time-varying covariates. Zbl 1274.62241Hong, Zhaoping; Lian, Heng 1 2012 Semiparametric estimation for inverse density weighted expectations when responses are missing at random. Zbl 1241.62044Lu, Xuewen; Lian, Heng; Liu, Wanrong 1 2012 Functional partial linear model. Zbl 1359.62157Lian, Heng 49 2011 Convergence of functional \(k\)-nearest neighbor regression estimate with functional responses. Zbl 1274.62291Lian, Heng 32 2011 Semi-varying coefficient models with a diverging number of components. Zbl 1216.62060Li, Gaorong; Xue, Liugen; Lian, Heng 14 2011 Empirical likelihood inference for partially linear panel data models with fixed effects. Zbl 1238.62049Zhang, Junhua; Feng, Sanying; Li, Gaorong; Lian, Heng 14 2011 ...and 13 more Documents all cited Publications top 5 cited Publications all top 5 Cited by 761 Authors 63 Lian, Heng 19 Vieu, Philippe 16 Li, Gaorong 15 Xue, Liugen 15 Yang, Hu 13 Feng, Sanying 13 Lv, Jing 13 Zhao, Weihua 12 Guo, Chaohui 11 Gai, Yujie 11 Liang, Hua 11 Zhao, Peixin 10 Zhang, Riquan 8 Aneiros-Pérez, Germán 8 Laksaci, Ali 8 Wang, Kangning 7 Feng, Zhenghui 7 Lin, Hongmei 7 Wang, Guochang 7 Zhang, Fode 7 Zhao, Kaifeng 7 Zhou, Yan 7 Zhu, Fukang 6 Alhamzawi, Rahim 6 Lai, Peng 6 Ling, Nengxiang 6 Lu, Xuewen 6 Rachdi, Mustapha 6 Tian, Yuzhu 6 Yang, Jing 6 Zhou, Jianjun 5 Fan, Zengyan 5 Hu, Yuao 5 Hu, Yuping 5 Jiang, Rong 5 Lin, Bingqing 5 Ma, Shujie 5 Peng, Heng 5 Tang, Manlai 5 Tong, Tiejun 5 Yang, Guangren 5 Zhang, Qingzhao 4 Almanjahie, Ibrahim Mufrah 4 Chen, Qian 4 Cui, Xia 4 Du, Jiang 4 He, Xin 4 Li, Qi 4 Lin, Huazhen 4 Lin, Lu 4 Liu, Wanrong 4 Lv, Shaogao 4 Park, Byeong Uk 4 Smaga, Łukasz 4 Song, Xinyuan 4 Sun, Xiaofei 4 Tian, Maozai 4 Wang, Huiwen 4 Wang, Junhui 4 Wang, Mingqiu 4 Wang, Zhaoliang 4 Yu, Ping 4 Zhang, WeiPing 4 Zhu, Zhongyi 3 Ali, Haithem Taha Mohammad 3 Baghfalaki, Taban 3 Boente, Graciela 3 Cao, Ruiyuan 3 Carroll, Raymond James 3 Chen, Dirong 3 Chikr Elmezouar, Zouaoui 3 Fan, Guoliang 3 Fang, Yixin 3 Feng, Xiangnan 3 Ferraty, Frédéric 3 Ganjali, Mojtaba 3 Ghasemzadeh, Siamak 3 Ghosal, Subhashis 3 Honda, Toshio 3 Hossain, Shakhawat 3 Huang, Lele 3 Jeon, Jeong Min 3 Lee, Eun Ryung 3 Li, Jialiang 3 Li, Jianbo 3 Liang, Hanying 3 Liu, Huilan 3 Lü, Fang 3 Lu, Tao 3 Peng, Qingyan 3 Petrella, Lea 3 Qian, Weimin 3 Reimherr, Matthew L. 3 Tang, Niansheng 3 Tang, Xingyu 3 Tian, Guoliang 3 Tian, Ruiqin 3 Van Keilegom, Ingrid 3 Wang, Lichun 3 Xia, Xiaochao ...and 661 more Authors all top 5 Cited in 85 Serials 46 Journal of Multivariate Analysis 46 Computational Statistics and Data Analysis 31 Communications in Statistics. 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