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Author ID: lian.heng Recent zbMATH articles by "Lian, Heng"
Published as: Lian, Heng
Homepage: http://www6.cityu.edu.hk/stfprofile/henglian.htm
External Links: MGP · ORCID · dblp · GND
all top 5

Co-Authors

31 single-authored
18 Zhao, Weihua
16 Liang, Hua
14 Li, Gaorong
14 Li, Rui
11 Lai, Peng
11 Zhao, Kaifeng
9 Fan, Zengyan
8 Hu, Yuao
8 Li, Jianbo
8 Lin, Hongmei
7 Zhang, Fode
6 Feng, Sanying
6 Hong, Zhaoping
6 Lu, Wenqi
6 Yu, Yan
6 Zhu, Zhongyi
5 Liu, Jiamin
5 Lv, Shaogao
5 Wang, Lichun
5 Zhang, Riquan
4 Jiang, Xuejun
4 Meng, Jie
4 Tang, Xingyu
4 Xue, Liugen
4 Zhang, WeiPing
3 Fang, Yixin
3 Green, Brittany
3 Li, Guodong
3 Liu, Xiaohui
3 Ma, Shujie
3 Tian, Ye
3 Wang, Lei
3 Yang, Guangren
3 Zhang, Xiaoyu
3 Zhou, Yan
3 Zhu, Hanbing
3 Zu, Tianhai
2 Carroll, Raymond James
2 Cui, Xia
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 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 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 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 Peng, Ling
1 Qiao, Wenqian
1 Qiao, Xinghao
1 Singh, Radhey S.
1 Suzuki, Taiji
1 Tian, Shaonan
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
...and 17 more Co-Authors
all top 5

Serials

32 Journal of Multivariate Analysis
22 Computational Statistics and Data Analysis
11 Statistics & Probability Letters
10 Communications in Statistics. Theory and Methods
10 Statistica Sinica
9 Journal of Statistical Planning and Inference
9 Journal of Nonparametric Statistics
8 Electronic Journal of Statistics
7 Statistics
6 Journal of Statistical Computation and Simulation
5 Metrika
5 Statistics and Computing
4 Journal of Machine Learning Research (JMLR)
3 Annals of the Institute of Statistical Mathematics
3 Biometrics
3 Journal of the American Statistical Association
3 Science China. Mathematics
2 The Annals of Statistics
2 Neural Networks
2 Journal of Business and Economic Statistics
1 The Canadian Journal of Statistics
1 Inverse Problems
1 Scandinavian Journal of Statistics
1 Information Sciences
1 International Statistical Review
1 Journal of Complexity
1 Neural Computation
1 Economics Letters
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

Publications by Year

Citations contained in zbMATH Open

134 Publications have been cited 996 times in 681 Documents Cited by Year
Functional partial linear model. Zbl 1359.62157
Lian, Heng
55
2011
Convergence of functional \(k\)-nearest neighbor regression estimate with functional responses. Zbl 1274.62291
Lian, Heng
43
2011
Empirical likelihood confidence intervals for nonparametric functional data analysis. Zbl 1238.62057
Lian, Heng
34
2012
Nonlinear functional models for functional responses in reproducing kernel Hilbert spaces. Zbl 1142.62020
Lian, Heng
30
2007
Variable selection and estimation for partially linear single-index models with longitudinal data. Zbl 1331.62336
Li, Gaorong; Lai, Peng; Lian, Heng
28
2015
Variable selection for high-dimensional generalized varying-coefficient models. Zbl 1253.62027
Lian, Heng
28
2012
Bayesian quantile regression for longitudinal data models. Zbl 1431.62162
Luo, Youxi; Lian, Heng; Tian, Maozai
26
2012
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
Generalized additive partial linear models for clustered data with diverging number of covariates using GEE. Zbl 1285.62080
Lian, Heng; Liang, Hua; Wang, Lan
23
2014
Series expansion for functional sufficient dimension reduction. Zbl 1278.62055
Lian, Heng; Li, Gaorong
22
2014
Variance function partially linear single-index models. Zbl 1414.62301
Lian, Heng; Liang, Hua; Carroll, Raymond J.
22
2015
Bayesian quantile regression for single-index models. Zbl 1325.62089
Hu, Yuao; Gramacy, Robert B.; Lian, Heng
21
2013
Shrinkage estimation and selection for multiple functional regression. Zbl 1257.62041
Lian, Heng
21
2013
Oracle inequalities for sparse additive quantile regression in reproducing kernel Hilbert space. Zbl 1459.62053
Lv, Shaogao; Lin, Huazhen; Lian, Heng; Huang, Jian
20
2018
Separation of covariates into nonparametric and parametric parts in high-dimensional partially linear additive models. Zbl 06503812
Lian, Heng; Liang, Hua; Ruppert, David
20
2015
Semi-varying coefficient models with a diverging number of components. Zbl 1216.62060
Li, Gaorong; Xue, Liugen; Lian, Heng
18
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
16
2019
Quadratic inference functions for partially linear single-index models with longitudinal data. Zbl 1277.62093
Lai, Peng; Li, Gaorong; Lian, Heng
15
2013
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
14
2012
Empirical likelihood inference for partially linear panel data models with fixed effects. Zbl 1238.62049
Zhang, Junhua; Feng, Sanying; Li, Gaorong; Lian, Heng
14
2011
Automatic variable selection for longitudinal generalized linear models. Zbl 1348.62205
Li, Gaorong; Lian, Heng; Feng, Sanying; Zhu, Lixing
14
2013
Minimax prediction for functional linear regression with functional responses in reproducing kernel Hilbert spaces. Zbl 1327.62216
Lian, Heng
14
2015
Robust closed-form estimators for the integer-valued GARCH(1,1) model. Zbl 1466.62141
Li, Qi; Lian, Heng; Zhu, Fukang
14
2016
Bayesian Tobit quantile regression with single-index models. Zbl 1457.62375
Zhao, Kaifeng; Lian, Heng
13
2015
Shrinkage estimation for identification of linear components in additive models. Zbl 1237.62048
Lian, Heng
11
2012
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
11
2017
GEE analysis for longitudinal single-index quantile regression. Zbl 1391.62069
Zhao, Weihua; Lian, Heng; Liang, Hua
10
2017
Separation of linear and index covariates in partially linear single-index models. Zbl 1328.62247
Lian, Heng; Liang, Hua
10
2016
Inference of genetic networks from time course expression data using functional regression with lasso penalty. Zbl 1216.62170
Hong, Zhaoping; Lian, Heng
9
2011
Quantile regression for the single-index coefficient model. Zbl 1392.62127
Zhao, Weihua; Lian, Heng; Liang, Hua
9
2017
Nonconcave penalized estimation for partially linear models with longitudinal data. Zbl 1342.62052
Yang, Yiping; Li, Gaorong; Lian, Heng
9
2016
Convergence and sparsity of Lasso and group Lasso in high-dimensional generalized linear models. Zbl 1364.62198
Wang, Lichun; You, Yuan; Lian, Heng
9
2015
On posterior distribution of Bayesian wavelet thresholding. Zbl 1197.62048
Lian, Heng
9
2011
Composite quantile regression for correlated data. Zbl 1466.62230
Zhao, Weihua; Lian, Heng; Song, Xinyuan
9
2017
Divide-and-conquer for debiased \(l_1\)-norm support vector machine in ultra-high dimensions. Zbl 1468.68158
Lian, Heng; Fan, Zengyan
9
2018
A note on the consistency of Schwarz’s criterion in linear quantile regression with the SCAD penalty. Zbl 1456.62144
Lian, Heng
8
2012
Shrinkage tuning parameter selection in precision matrices estimation. Zbl 1213.62099
Lian, Heng
8
2011
Estimation and variable selection for quantile partially linear single-index models. Zbl 1403.62069
Zhang, Yuankun; Lian, Heng; Yu, Yan
8
2017
Bayesian quantile regression for partially linear additive models. Zbl 1331.62143
Hu, Yuao; Zhao, Kaifeng; Lian, Heng
8
2015
Partially linear structure selection in Cox models with varying coefficients. Zbl 1274.62819
Lian, Heng; Lai, Peng; Liang, Hua
8
2013
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
Quantile regression for dynamic partially linear varying coefficient time series models. Zbl 1327.62307
Lian, Heng
7
2015
Robust reduced-rank modeling via rank regression. Zbl 1356.62056
Zhao, Weihua; Lian, Heng; Ma, Shujie
7
2017
Empirical likelihood for partially linear proportional hazards models with growing dimensions. Zbl 1328.62569
Tang, Xingyu; Li, Jianbo; Lian, Heng
7
2013
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
7
2019
A note on the efficiency of composite quantile regression. Zbl 1510.62198
Zhao, Kaifeng; Lian, Heng
7
2016
A note on conditional Akaike information for Poisson regression with random effects. Zbl 1334.62140
Lian, Heng
7
2012
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.
7
2018
On efficient estimators of two seemingly unrelated regressions. Zbl 1209.62139
Wang, Lichun; Lian, Heng; Singh, Radhey S.
6
2011
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
Generalized additive partial linear models with high-dimensional covariates. Zbl 1290.62054
Lian, Heng; Liang, Hua
6
2013
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
A new nested Cholesky decomposition and estimation for the covariance matrix of bivariate longitudinal data. Zbl 1466.62066
Feng, Sanying; Lian, Heng; Xue, Liugen
6
2016
A principal varying-coefficient model for quantile regression: joint variable selection and dimension reduction. Zbl 1469.62180
Zhao, Weihua; Jiang, Xuejun; Lian, Heng
6
2018
Variable selection in high-dimensional partly linear additive models. Zbl 1254.62053
Lian, Heng
6
2012
Partially functional linear regression in reproducing kernel Hilbert spaces. Zbl 1510.62171
Cui, Xia; Lin, Hongmei; Lian, Heng
6
2020
Some asymptotic properties for functional canonical correlation analysis. Zbl 1365.62140
Lian, Heng
5
2014
Empirical likelihood for single-index models with responses missing at random. Zbl 1342.62118
Xue, LiuGen; Lian, Heng
5
2016
Variable selection for high-dimensional varying coefficient partially linear models via nonconcave penalty. Zbl 06224852
Hong, Zhaoping; Hu, Yuao; Lian, Heng
5
2013
Greedy forward regression for variable screening. Zbl 1521.62120
Cheng, Ming-Yen; Feng, Sanying; Li, Gaorong; Lian, Heng
4
2018
Bayesian composite quantile regression for linear mixed-effects models. Zbl 1376.62025
Tian, Yuzhu; Lian, Heng; Tian, Maozai
4
2017
Functional sufficient dimension reduction: convergence rates and multiple functional case. Zbl 1326.62091
Lian, Heng
4
2015
Communication-efficient estimation of high-dimensional quantile regression. Zbl 1452.62527
Wang, Lei; Lian, Heng
4
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
4
2020
Identification and estimation in quantile varying-coefficient models with unknown link function. Zbl 1439.62107
Yue, Lili; Li, Gaorong; Lian, Heng
4
2019
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
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
SCAD-penalised generalised additive models with non-polynomial dimensionality. Zbl 1284.62459
Li, Gaorong; Xue, Liugen; Lian, Heng
4
2012
Posterior convergence and model estimation in Bayesian change-point problems. Zbl 1329.62219
Lian, Heng
4
2010
Ultra-high dimensional single-index quantile regression. Zbl 07306908
Zhang, Yuankun; Lian, Heng; Yu, Yan
4
2020
High-dimensional quantile tensor regression. Zbl 07306929
Lu, Wenqi; Zhu, Zhongyi; Lian, Heng
4
2020
Consistency of Bayesian estimation of a step function. Zbl 1109.62024
Lian, Heng
3
2007
Sparse Bayesian hierarchical modeling of high-dimensional clustering problems. Zbl 1188.62137
Lian, Heng
3
2010
On rates of convergence for posterior distributions under misspecification. Zbl 1167.62045
Lian, Heng
3
2009
Estimation by polynomial splines with variable selection in additive Cox models. Zbl 1367.62132
Zhang, Shangli; Wang, Lichun; Lian, Heng
3
2014
Simultaneous estimation of linear conditional quantiles with penalized splines. Zbl 1327.62308
Lian, Heng; Meng, Jie; Fan, Zengyan
3
2015
Minimax convergence rates for kernel CCA. Zbl 1347.62098
Fan, Zengyan; Lian, Heng
3
2016
Variance function additive partial linear models. Zbl 1329.62199
Fang, Yixin; Lian, Heng; Liang, Hua; Ruppert, David
3
2015
MOST: Detecting cancer differential gene expression. Zbl 1143.62084
Lian, Heng
3
2008
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
Sparse high-dimensional semi-nonparametric quantile regression in a reproducing kernel Hilbert space. Zbl 07476369
Wang, Yue; Zhou, Yan; Li, Rui; Lian, Heng
3
2022
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
The expectation-maximization approach for Bayesian quantile regression. Zbl 1468.62235
Zhao, Kaifeng; Lian, Heng
3
2016
High-dimensional vector autoregressive time series modeling via tensor decomposition. Zbl 1506.62373
Wang, Di; Zheng, Yao; Lian, Heng; Li, Guodong
3
2022
Optimal prediction for high-dimensional functional quantile regression in reproducing kernel Hilbert spaces. Zbl 1472.62177
Yang, Guangren; Liu, Xiaohui; Lian, Heng
3
2021
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
Shrinkage variable selection and estimation in proportional hazards models with additive structure and high dimensionality. Zbl 1468.62119
Lian, Heng; Li, Jianbo; Hu, Yuao
3
2013
Partially linear structure identification in generalized additive models with NP-dimensionality. Zbl 1506.62107
Lian, Heng; Du, Pang; Li, YuanZhang; Liang, Hua
3
2014
Variational inferences for partially linear additive models with variable selection. Zbl 1506.62210
Zhao, Kaifeng; Lian, Heng
3
2014
Distributed learning for sketched kernel regression. Zbl 07743547
Lian, Heng; Liu, Jiamin; Fan, Zengyan
3
2021
On the consistency of Bayesian function approximation using step functions. Zbl 1144.62310
Lian, Heng
2
2007
Time-varying coefficient estimation in differential equation models with noisy time-varying covariates. Zbl 1274.62241
Hong, Zhaoping; Lian, Heng
2
2012
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
Sparsistent and constansistent estimation of the varying-coefficient model with a diverging number of predictors. Zbl 1396.62083
Zhao, Kaifeng; Lian, Heng
2
2016
Quantile index coefficient model with variable selection. Zbl 1352.62061
Zhao, Weihua; Lian, Heng
2
2017
A simple and efficient algorithm for fused lasso signal approximator with convex loss function. Zbl 1306.65147
Wang, Lichun; You, Yuan; Lian, Heng
2
2013
Partially linear additive models with unknown link functions. Zbl 1408.62080
Zhang, Jun; Lian, Heng
2
2018
Optimal prediction of quantile functional linear regression in reproducing kernel Hilbert spaces. Zbl 1455.62232
Li, Rui; Lu, Wenqi; Zhu, Zhongyi; Lian, Heng
2
2021
Sparse high-dimensional semi-nonparametric quantile regression in a reproducing kernel Hilbert space. Zbl 07476369
Wang, Yue; Zhou, Yan; Li, Rui; Lian, Heng
3
2022
High-dimensional vector autoregressive time series modeling via tensor decomposition. Zbl 1506.62373
Wang, Di; Zheng, Yao; Lian, Heng; Li, Guodong
3
2022
High-dimensional quantile varying-coefficient models with dimension reduction. Zbl 07472638
Zhao, Weihua; Li, Rui; Lian, Heng
2
2022
Debiased distributed learning for sparse partial linear models in high dimensions. Zbl 07625155
Lv, Shaogao; Lian, Heng
1
2022
Partially linear additive functional regression. Zbl 07601234
Liu, Xiaohui; Lu, Wenqi; Lian, Heng; Liu, Yuzi; Zhu, Zhongyi
1
2022
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
Optimal prediction of quantile functional linear regression in reproducing kernel Hilbert spaces. Zbl 1455.62232
Li, Rui; Lu, Wenqi; Zhu, Zhongyi; Lian, Heng
2
2021
Ultra high-dimensional semiparametric longitudinal data analysis. Zbl 1520.62213
Green, Brittany; Lian, Heng; Yu, Yan; Zu, Tianhai
2
2021
Functional additive quantile regression. Zbl 1475.62150
Zhang, Yingying; Lian, Heng; Li, Guodong; Zhu, Zhongyi
1
2021
Partially functional linear regression in reproducing kernel Hilbert spaces. Zbl 1510.62171
Cui, Xia; Lin, Hongmei; Lian, Heng
6
2020
Communication-efficient estimation of high-dimensional quantile regression. Zbl 1452.62527
Wang, Lei; Lian, Heng
4
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
4
2020
Ultra-high dimensional single-index quantile regression. Zbl 07306908
Zhang, Yuankun; Lian, Heng; Yu, Yan
4
2020
High-dimensional quantile tensor regression. Zbl 07306929
Lu, Wenqi; Zhu, Zhongyi; Lian, Heng
4
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
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
Principal single-index varying-coefficient models for dimension reduction in quantile regression. Zbl 07194314
Zhao, Weihua; Zhang, Fode; Li, Rui; Lian, Heng
2
2020
Asymptotics of the non-parametric function for B-splines-based estimation in partially linear models. Zbl 07776782
Lian, Heng
1
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
1
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
16
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
7
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
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
A general framework for frequentist model averaging. Zbl 1412.62034
Mitra, Priyam; Lian, Heng; Mitra, Ritwik; Liang, Hua; Xie, Min-ge
2
2019
Estimation for single-index models via martingale difference divergence. Zbl 1507.62112
Liu, Jicai; Xu, Peirong; Lian, Heng
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
20
2018
Divide-and-conquer for debiased \(l_1\)-norm support vector machine in ultra-high dimensions. Zbl 1468.68158
Lian, Heng; Fan, Zengyan
9
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.
7
2018
A principal varying-coefficient model for quantile regression: joint variable selection and dimension reduction. Zbl 1469.62180
Zhao, Weihua; Jiang, Xuejun; Lian, Heng
6
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
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
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
11
2017
GEE analysis for longitudinal single-index quantile regression. Zbl 1391.62069
Zhao, Weihua; Lian, Heng; Liang, Hua
10
2017
Quantile regression for the single-index coefficient model. Zbl 1392.62127
Zhao, Weihua; Lian, Heng; Liang, Hua
9
2017
Composite quantile regression for correlated data. Zbl 1466.62230
Zhao, Weihua; Lian, Heng; Song, Xinyuan
9
2017
Estimation and variable selection for quantile partially linear single-index models. Zbl 1403.62069
Zhang, Yuankun; Lian, Heng; Yu, Yan
8
2017
Robust reduced-rank modeling via rank regression. Zbl 1356.62056
Zhao, Weihua; Lian, Heng; Ma, Shujie
7
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
2
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
14
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
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
A new nested Cholesky decomposition and estimation for the covariance matrix of bivariate longitudinal data. Zbl 1466.62066
Feng, Sanying; Lian, Heng; Xue, Liugen
6
2016
Empirical likelihood for single-index models with responses missing at random. Zbl 1342.62118
Xue, LiuGen; 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
The expectation-maximization approach for Bayesian quantile regression. Zbl 1468.62235
Zhao, Kaifeng; 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
2
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
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.
22
2015
Separation of covariates into nonparametric and parametric parts in high-dimensional partially linear additive models. Zbl 06503812
Lian, Heng; Liang, Hua; Ruppert, David
20
2015
Minimax prediction for functional linear regression with functional responses in reproducing kernel Hilbert spaces. Zbl 1327.62216
Lian, Heng
14
2015
Bayesian Tobit quantile regression with single-index models. Zbl 1457.62375
Zhao, Kaifeng; Lian, Heng
13
2015
Convergence and sparsity of Lasso and group Lasso in high-dimensional generalized linear models. Zbl 1364.62198
Wang, Lichun; You, Yuan; Lian, Heng
9
2015
Bayesian quantile regression for partially linear additive models. Zbl 1331.62143
Hu, Yuao; Zhao, Kaifeng; Lian, Heng
8
2015
Quantile regression for dynamic partially linear varying coefficient time series models. Zbl 1327.62307
Lian, Heng
7
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
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
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
Parametric and semiparametric reduced-rank regression with flexible sparsity. Zbl 1308.62144
Lian, Heng; Feng, Sanying; Zhao, Kaifeng
1
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
Generalized additive partial linear models for clustered data with diverging number of covariates using GEE. Zbl 1285.62080
Lian, Heng; Liang, Hua; Wang, Lan
23
2014
Series expansion for functional sufficient dimension reduction. Zbl 1278.62055
Lian, Heng; Li, Gaorong
22
2014
Some asymptotic properties for functional canonical correlation analysis. Zbl 1365.62140
Lian, Heng
5
2014
Estimation by polynomial splines with variable selection in additive Cox models. Zbl 1367.62132
Zhang, Shangli; Wang, Lichun; Lian, Heng
3
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
Partially linear structure identification in generalized additive models with NP-dimensionality. Zbl 1506.62107
Lian, Heng; Du, Pang; Li, YuanZhang; Liang, Hua
3
2014
Variational inferences for partially linear additive models with variable selection. Zbl 1506.62210
Zhao, Kaifeng; Lian, Heng
3
2014
Adaptive rates of contraction of posterior distributions in Bayesian wavelet regression. Zbl 1278.62038
Lian, Heng
2
2014
Empirical likelihood inference for general transformation models with right censored data. Zbl 1332.62387
Li, Jianbo; Huang, Zhensheng; Lian, Heng
1
2014
Estimation and variable selection for generalised partially linear single-index models. Zbl 1359.62127
Lai, Peng; Tian, Ye; Lian, Heng
1
2014
Semiparametric Bayesian information criterion for model selection in ultra-high dimensional additive models. Zbl 1278.62054
Lian, Heng
1
2014
Bayesian quantile regression for single-index models. Zbl 1325.62089
Hu, Yuao; Gramacy, Robert B.; Lian, Heng
21
2013
Shrinkage estimation and selection for multiple functional regression. Zbl 1257.62041
Lian, Heng
21
2013
Quadratic inference functions for partially linear single-index models with longitudinal data. Zbl 1277.62093
Lai, Peng; Li, Gaorong; Lian, Heng
15
2013
Automatic variable selection for longitudinal generalized linear models. Zbl 1348.62205
Li, Gaorong; Lian, Heng; Feng, Sanying; Zhu, Lixing
14
2013
Partially linear structure selection in Cox models with varying coefficients. Zbl 1274.62819
Lian, Heng; Lai, Peng; Liang, Hua
8
2013
Variable selection in a partially linear proportional hazards model with a diverging dimensionality. Zbl 1489.62307
Hu, Yuao; Lian, Heng
8
2013
Empirical likelihood for partially linear proportional hazards models with growing dimensions. Zbl 1328.62569
Tang, Xingyu; Li, Jianbo; Lian, Heng
7
2013
Generalized additive partial linear models with high-dimensional covariates. Zbl 1290.62054
Lian, Heng; Liang, Hua
6
2013
Variable selection for high-dimensional varying coefficient partially linear models via nonconcave penalty. Zbl 06224852
Hong, Zhaoping; Hu, Yuao; Lian, Heng
5
2013
...and 34 more Documents
all top 5

Cited by 1,020 Authors

78 Lian, Heng
39 Zhang, Jun
20 Li, Gaorong
20 Vieu, Philippe
17 Xue, Liugen
16 Yang, Hu
15 Zhao, Weihua
14 Lv, Jing
14 Zhang, Riquan
13 Feng, Sanying
13 Gai, Yujie
13 Guo, Chaohui
13 Li, Rui
12 Laksaci, Ali
12 Liang, Hua
10 Wang, Guochang
9 Aneiros-Pérez, Germán
9 Liang, Hanying
9 Rachdi, Mustapha
9 Tian, Maozai
9 Tian, Yuzhu
9 Zhou, Yan
8 Lin, Hongmei
8 Tang, Manlai
8 Wang, Kangning
8 Yang, Jing
7 Feng, Zhenghui
7 Lin, Bingqing
7 Lu, Xuewen
7 Wang, Lei
7 Zhang, Fode
7 Zhang, Qingzhao
7 Zhao, Kaifeng
7 Zhao, Peixin
7 Zhu, Fukang
6 Alhamzawi, Rahim
6 Almanjahie, Ibrahim Mufrah
6 Fan, Zengyan
6 Jiang, Rong
6 Lai, Peng
6 Ling, Nengxiang
6 Tong, Tiejun
6 Zhou, Jianjun
6 Zhu, Hanbing
6 Zhu, Zhongyi
5 Hu, Yuao
5 Hu, Yuping
5 Li, Yehua
5 Lin, Lu
5 Lv, Shaogao
5 Ma, Shujie
5 Park, Byeong Uk
5 Peng, Heng
5 Song, Xinyuan
5 Wang, Mingqiu
5 Xu, Wangli
5 Yang, Guangren
5 Yang, Yiping
5 Yu, Ping
5 Zhang, Baoxue
5 Zhang, WeiPing
4 Baghfalaki, Taban
4 Boente, Graciela
4 Chen, Qian
4 Cui, Xia
4 Du, Jiang
4 Fang, Kuangnan
4 Ganjali, Mojtaba
4 Ghasemzadeh, Siamak
4 He, Xin
4 Honda, Toshio
4 Hossain, Shakhawat
4 Lee, Eun Ryung
4 Li, Qi
4 Lin, Huazhen
4 Liu, Wanrong
4 Liu, Xiaohui
4 Lü, Fang
4 Lu, Wenqi
4 Reimherr, Matthew L.
4 Smaga, Łukasz
4 Sun, Xiaofei
4 Tian, Guoliang
4 Wang, Baohua
4 Wang, Huiwen
4 Wang, Junhui
4 Wang, Lichun
4 Wang, Zhaoliang
4 Wei, Zhenghong
4 Yu, Yan
4 Zhang, Zhongzhan
4 Zhu, Xuehu
3 Ali, Haithem Taha Mohammad
3 Attouch, Mohammed Kadi
3 Cao, Ruiyuan
3 Carroll, Raymond James
3 Chen, Dirong
3 Chen, Min
3 Chikr Elmezouar, Zouaoui
3 Ciuperca, Gabriela
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Cited in 103 Serials

53 Journal of Multivariate Analysis
52 Computational Statistics and Data Analysis
43 Communications in Statistics. Simulation and Computation
39 Communications in Statistics. Theory and Methods
38 Journal of Statistical Computation and Simulation
26 Statistical Papers
26 Journal of Nonparametric Statistics
24 Journal of Statistical Planning and Inference
21 Journal of the Korean Statistical Society
21 Electronic Journal of Statistics
19 Annals of the Institute of Statistical Mathematics
16 Statistics & Probability Letters
15 The Annals of Statistics
14 Statistica Sinica
14 Statistics and Computing
13 Metrika
13 Statistics
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11 Test
10 Journal of the American Statistical Association
10 Journal of Applied Statistics
8 Scandinavian Journal of Statistics
8 Journal of Systems Science and Complexity
7 Journal of Econometrics
7 Statistical Theory and Related Fields
6 Biometrics
6 Statistica Neerlandica
6 Bernoulli
5 International Statistical Review
5 Journal of Computational and Applied Mathematics
5 Acta Mathematica Sinica. English Series
5 Brazilian Journal of Probability and Statistics
5 Journal of Machine Learning Research (JMLR)
5 Statistical Methods and Applications
5 Science China. Mathematics
5 Journal of Computational and Graphical Statistics
4 Australian & New Zealand Journal of Statistics
3 The Canadian Journal of Statistics
3 Applied Mathematics and Computation
3 Journal of Complexity
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3 Analysis and Applications (Singapore)
3 AStA. Advances in Statistical Analysis
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2 Advances in Data Analysis and Classification. ADAC
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2 Communications in Mathematics and Statistics
2 Open Mathematics
1 Inverse Problems
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1 Physica A
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1 Wuhan University Journal of Natural Sciences (WUJNS)
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1 Statistical Inference for Stochastic Processes
1 Journal of Applied Mathematics
1 Stochastic Models
1 ASTIN Bulletin
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