Gao, Junzhuo; Wang, Lei; Lian, Heng Optimal decorrelated score subsampling for generalized linear models with massive data. (English) Zbl 07803271 Sci. China, Math. 67, No. 2, 405-430 (2024). MSC: 62R07 62H12 PDFBibTeX XMLCite \textit{J. Gao} et al., Sci. China, Math. 67, No. 2, 405--430 (2024; Zbl 07803271) Full Text: DOI
Li, Shaobo; Tian, Shaonan; Yu, Yan; Zhu, Xiaorui; Lian, Heng Corporate probability of default: a single-index hazard model approach. (English) Zbl 07813815 J. Bus. Econ. Stat. 41, No. 4, 1288-1299 (2023). MSC: 62P20 PDFBibTeX XMLCite \textit{S. Li} et al., J. Bus. Econ. Stat. 41, No. 4, 1288--1299 (2023; Zbl 07813815) Full Text: DOI
Liu, Yuzi; Peng, Ling; Liu, Qing; Lian, Heng; Liu, Xiaohui Functional additive expectile regression in the reproducing kernel Hilbert space. (English) Zbl 07740032 J. Multivariate Anal. 198, Article ID 105214, 17 p. (2023). MSC: 62Hxx 62G05 62M09 PDFBibTeX XMLCite \textit{Y. Liu} et al., J. Multivariate Anal. 198, Article ID 105214, 17 p. (2023; Zbl 07740032) Full Text: DOI
Zhu, Hanbing; Zhang, Yuanyuan; Li, Yehua; Lian, Heng Semiparametric function-on-function quantile regression model with dynamic single-index interactions. (English) Zbl 07710207 Comput. Stat. Data Anal. 182, Article ID 107727, 22 p. (2023). MSC: 62-08 PDFBibTeX XMLCite \textit{H. Zhu} et al., Comput. Stat. Data Anal. 182, Article ID 107727, 22 p. (2023; Zbl 07710207) Full Text: DOI
Green, Brittany; Lian, Heng; Yu, Yan; Zu, Tianhai Semiparametric penalized quadratic inference functions for longitudinal data in ultra-high dimensions. (English) Zbl 1520.62021 J. Multivariate Anal. 196, Article ID 105175, 21 p. (2023). MSC: 62G08 62G20 62J12 PDFBibTeX XMLCite \textit{B. Green} et al., J. Multivariate Anal. 196, Article ID 105175, 21 p. (2023; Zbl 1520.62021) Full Text: DOI
Liu, Xiaohui; Lu, Wenqi; Lian, Heng; Liu, Yuzi; Zhu, Zhongyi Partially linear additive functional regression. (English) Zbl 07601234 Stat. Sin. 32, No. 4, 2199-2216 (2022). MSC: 62-XX PDFBibTeX XMLCite \textit{X. Liu} et al., Stat. Sin. 32, No. 4, 2199--2216 (2022; Zbl 07601234) Full Text: DOI
Green, Brittany; Lian, Heng; Yu, Yan; Zu, Tianhai Ultra high-dimensional semiparametric longitudinal data analysis. (English) Zbl 1520.62213 Biometrics 77, No. 3, 903-913 (2021). MSC: 62P10 PDFBibTeX XMLCite \textit{B. Green} et al., Biometrics 77, No. 3, 903--913 (2021; Zbl 1520.62213) Full Text: DOI
Tian, Yuzhu; Lin, Hongmei; Lian, Heng; Fan, Zengyan Additive functional regression in reproducing kernel Hilbert spaces under smoothness condition. (English) Zbl 1467.62193 Metrika 84, No. 3, 429-442 (2021). MSC: 62R10 62J05 46E22 PDFBibTeX XMLCite \textit{Y. Tian} et al., Metrika 84, No. 3, 429--442 (2021; Zbl 1467.62193) Full Text: DOI
Zhang, Yuankun; Lian, Heng; Yu, Yan Ultra-high dimensional single-index quantile regression. (English) Zbl 07306908 J. Mach. Learn. Res. 21, Paper No. 224, 25 p. (2020). MSC: 62G08 62G20 62H12 PDFBibTeX XMLCite \textit{Y. Zhang} et al., J. Mach. Learn. Res. 21, Paper No. 224, 25 p. (2020; Zbl 07306908) Full Text: Link
Zhao, Weihua; Zhang, Fode; Li, Rui; Lian, Heng Principal single-index varying-coefficient models for dimension reduction in quantile regression. (English) Zbl 07194314 J. Stat. Comput. Simulation 90, No. 5, 800-818 (2020). MSC: 62-XX PDFBibTeX XMLCite \textit{W. Zhao} et al., J. Stat. Comput. Simulation 90, No. 5, 800--818 (2020; Zbl 07194314) Full Text: DOI
Yue, Lili; Li, Gaorong; Lian, Heng Identification and estimation in quantile varying-coefficient models with unknown link function. (English) Zbl 1439.62107 Test 28, No. 4, 1251-1275 (2019). MSC: 62G08 62G20 62G35 65D07 62P12 PDFBibTeX XMLCite \textit{L. Yue} et al., Test 28, No. 4, 1251--1275 (2019; Zbl 1439.62107) Full Text: DOI
Wang, Binhuan; Fang, Yixin; Lian, Heng; Liang, Hua Additive partially linear models for massive heterogeneous data. (English) Zbl 1416.62230 Electron. J. Stat. 13, No. 1, 391-431 (2019). Reviewer: Jonas Šiaulys (Vilnius) MSC: 62G08 62J12 62G20 PDFBibTeX XMLCite \textit{B. Wang} et al., Electron. J. Stat. 13, No. 1, 391--431 (2019; Zbl 1416.62230) Full Text: DOI arXiv Euclid
Cui, Xia; Zhao, Weihua; Lian, Heng; Liang, Hua Pursuit of dynamic structure in quantile additive models with longitudinal data. (English) Zbl 1469.62048 Comput. Stat. Data Anal. 130, 42-60 (2019). MSC: 62-08 62G08 62G20 62R10 PDFBibTeX XMLCite \textit{X. Cui} et al., Comput. Stat. Data Anal. 130, 42--60 (2019; Zbl 1469.62048) Full Text: DOI
Fang, Yixin; Lian, Heng; Liang, Hua A generalized partially linear framework for variance functions. (English) Zbl 1408.62068 Ann. Inst. Stat. Math. 70, No. 5, 1147-1175 (2018). Reviewer: Thorsten Dickhaus (Berlin) MSC: 62G08 62J12 62G20 PDFBibTeX XMLCite \textit{Y. Fang} et al., Ann. Inst. Stat. Math. 70, No. 5, 1147--1175 (2018; Zbl 1408.62068) Full Text: DOI
Zhao, Weihua; Zhou, Yan; Lian, Heng Time-varying quantile single-index model for multivariate responses. (English) Zbl 1469.62181 Comput. Stat. Data Anal. 127, 32-49 (2018). MSC: 62-08 62G08 62G20 62P05 PDFBibTeX XMLCite \textit{W. Zhao} et al., Comput. Stat. Data Anal. 127, 32--49 (2018; Zbl 1469.62181) Full Text: DOI
Li, Jianbo; Lian, Heng; Jiang, Xuejun; Song, Xinyuan Estimation and testing for time-varying quantile single-index models with longitudinal data. (English) Zbl 1469.62102 Comput. Stat. Data Anal. 118, 66-83 (2018). MSC: 62-08 62G08 PDFBibTeX XMLCite \textit{J. Li} et al., Comput. Stat. Data Anal. 118, 66--83 (2018; Zbl 1469.62102) Full Text: DOI
Zhao, Weihua; Li, Jianbo; Lian, Heng Adaptive varying-coefficient linear quantile model: a profiled estimating equations approach. (English) Zbl 1401.62069 Ann. Inst. Stat. Math. 70, No. 3, 553-582 (2018). Reviewer: Nikolai N. Leonenko (Cardiff) MSC: 62G08 62J05 62G20 PDFBibTeX XMLCite \textit{W. Zhao} et al., Ann. Inst. Stat. Math. 70, No. 3, 553--582 (2018; Zbl 1401.62069) Full Text: DOI
Zhang, Yuankun; Lian, Heng; Yu, Yan Estimation and variable selection for quantile partially linear single-index models. (English) Zbl 1403.62069 J. Multivariate Anal. 162, 215-234 (2017). MSC: 62G08 62G20 62P20 PDFBibTeX XMLCite \textit{Y. Zhang} et al., J. Multivariate Anal. 162, 215--234 (2017; Zbl 1403.62069) Full Text: DOI
Zhao, Weihua; Lian, Heng; Liang, Hua GEE analysis for longitudinal single-index quantile regression. (English) Zbl 1391.62069 J. Stat. Plann. Inference 187, 78-102 (2017). MSC: 62G08 62E20 62P10 PDFBibTeX XMLCite \textit{W. Zhao} et al., J. Stat. Plann. Inference 187, 78--102 (2017; Zbl 1391.62069) Full Text: DOI
Hu, Yuao; Zhao, Kaifeng; Lian, Heng Bayesian additive machine: classification with a semiparametric discriminant function. (English) Zbl 1510.62047 J. Stat. Comput. Simulation 86, No. 4, 682-695 (2016). MSC: 62-08 62F15 62H30 68T05 PDFBibTeX XMLCite \textit{Y. Hu} et al., J. Stat. Comput. Simulation 86, No. 4, 682--695 (2016; Zbl 1510.62047) Full Text: DOI
Zhao, Weihua; Lian, Heng; Zhang, Riquan; Lai, Peng Estimation and variable selection for proportional response data with partially linear single-index models. (English) Zbl 1468.62236 Comput. Stat. Data Anal. 96, 40-56 (2016). MSC: 62-08 62G08 62J12 PDFBibTeX XMLCite \textit{W. Zhao} et al., Comput. Stat. Data Anal. 96, 40--56 (2016; Zbl 1468.62236) Full Text: DOI
Tang, Xingyu; Lian, Heng Mean and quantile boosting for partially linear additive models. (English) Zbl 1505.62397 Stat. Comput. 26, No. 5, 997-1008 (2016). MSC: 62-08 62G08 PDFBibTeX XMLCite \textit{X. Tang} and \textit{H. Lian}, Stat. Comput. 26, No. 5, 997--1008 (2016; Zbl 1505.62397) Full Text: DOI
Lai, Peng; Zhang, Qingzhao; Lian, Heng; Wang, Qihua Efficient estimation for the heteroscedastic single-index varying coefficient models. (English) Zbl 1383.62088 Stat. Probab. Lett. 110, 84-93 (2016). MSC: 62G05 62J12 62G20 PDFBibTeX XMLCite \textit{P. Lai} et al., Stat. Probab. Lett. 110, 84--93 (2016; Zbl 1383.62088) Full Text: DOI
Lian, Heng; Liang, Hua Separation of linear and index covariates in partially linear single-index models. (English) Zbl 1328.62247 J. Multivariate Anal. 143, 56-70 (2016). MSC: 62G08 62G10 62G20 62J02 62F12 PDFBibTeX XMLCite \textit{H. Lian} and \textit{H. Liang}, J. Multivariate Anal. 143, 56--70 (2016; Zbl 1328.62247) Full Text: DOI
Zhao, Kaifeng; Lian, Heng Bayesian Tobit quantile regression with single-index models. (English) Zbl 1457.62375 J. Stat. Comput. Simulation 85, No. 6, 1247-1263 (2015). MSC: 62P20 62G08 62F15 PDFBibTeX XMLCite \textit{K. Zhao} and \textit{H. Lian}, J. Stat. Comput. Simulation 85, No. 6, 1247--1263 (2015; Zbl 1457.62375) Full Text: DOI
Hu, Yuao; Zhao, Kaifeng; Lian, Heng Bayesian quantile regression for partially linear additive models. (English) Zbl 1331.62143 Stat. Comput. 25, No. 3, 651-668 (2015). MSC: 62F15 PDFBibTeX XMLCite \textit{Y. Hu} et al., Stat. Comput. 25, No. 3, 651--668 (2015; Zbl 1331.62143) Full Text: DOI arXiv
Li, Gaorong; Lai, Peng; Lian, Heng Variable selection and estimation for partially linear single-index models with longitudinal data. (English) Zbl 1331.62336 Stat. Comput. 25, No. 3, 579-593 (2015). MSC: 62J05 62J07 65C60 PDFBibTeX XMLCite \textit{G. Li} et al., Stat. Comput. 25, No. 3, 579--593 (2015; Zbl 1331.62336) Full Text: DOI arXiv
Fang, Yixin; Lian, Heng; Liang, Hua; Ruppert, David Variance function additive partial linear models. (English) Zbl 1329.62199 Electron. J. Stat. 9, No. 2, 2793-2827 (2015). MSC: 62G08 62G20 62J02 62F12 PDFBibTeX XMLCite \textit{Y. Fang} et al., Electron. J. Stat. 9, No. 2, 2793--2827 (2015; Zbl 1329.62199) Full Text: DOI Euclid
Lian, Heng; Meng, Jie; Zhao, Kaifeng Spline estimator for simultaneous variable selection and constant coefficient identification in high-dimensional generalized varying-coefficient models. (English) Zbl 1327.62309 J. Multivariate Anal. 141, 81-103 (2015). MSC: 62G20 PDFBibTeX XMLCite \textit{H. Lian} et al., J. Multivariate Anal. 141, 81--103 (2015; Zbl 1327.62309) Full Text: DOI
Lian, Heng; Meng, Jie; Fan, Zengyan Simultaneous estimation of linear conditional quantiles with penalized splines. (English) Zbl 1327.62308 J. Multivariate Anal. 141, 1-21 (2015). MSC: 62G20 62F12 PDFBibTeX XMLCite \textit{H. Lian} et al., J. Multivariate Anal. 141, 1--21 (2015; Zbl 1327.62308) Full Text: DOI
Lai, Peng; Tian, Ye; Lian, Heng Estimation and variable selection for generalised partially linear single-index models. (English) Zbl 1359.62127 J. Nonparametric Stat. 26, No. 1, 171-185 (2014). MSC: 62G08 62F07 62J02 62J07 62J12 PDFBibTeX XMLCite \textit{P. Lai} et al., J. Nonparametric Stat. 26, No. 1, 171--185 (2014; Zbl 1359.62127) Full Text: DOI
Lian, Heng Semiparametric Bayesian information criterion for model selection in ultra-high dimensional additive models. (English) Zbl 1278.62054 J. Multivariate Anal. 123, 304-310 (2014). MSC: 62G08 62F15 62G20 PDFBibTeX XMLCite \textit{H. Lian}, J. Multivariate Anal. 123, 304--310 (2014; Zbl 1278.62054) Full Text: DOI arXiv
Hu, Yuao; Gramacy, Robert B.; Lian, Heng Bayesian quantile regression for single-index models. (English) Zbl 1325.62089 Stat. Comput. 23, No. 4, 437-454 (2013). MSC: 62G08 62F15 62P12 86A32 PDFBibTeX XMLCite \textit{Y. Hu} et al., Stat. Comput. 23, No. 4, 437--454 (2013; Zbl 1325.62089) Full Text: DOI arXiv
Lian, Heng; Liang, Hua Generalized additive partial linear models with high-dimensional covariates. (English) Zbl 1290.62054 Econom. Theory 29, No. 6, 1136-1161 (2013). MSC: 62J12 PDFBibTeX XMLCite \textit{H. Lian} and \textit{H. Liang}, Econom. Theory 29, No. 6, 1136--1161 (2013; Zbl 1290.62054) Full Text: DOI
Lai, Peng; Li, Gaorong; Lian, Heng Quadratic inference functions for partially linear single-index models with longitudinal data. (English) Zbl 1277.62093 J. Multivariate Anal. 118, 115-127 (2013). MSC: 62G05 62G10 62G20 62H20 65C05 PDFBibTeX XMLCite \textit{P. Lai} et al., J. Multivariate Anal. 118, 115--127 (2013; Zbl 1277.62093) Full Text: DOI
Lai, Peng; Li, Gaorong; Lian, Heng Semiparametric estimation of fixed effects panel data single-index model. (English) Zbl 1278.62048 Stat. Probab. Lett. 83, No. 6, 1595-1602 (2013). MSC: 62G05 65C60 PDFBibTeX XMLCite \textit{P. Lai} et al., Stat. Probab. Lett. 83, No. 6, 1595--1602 (2013; Zbl 1278.62048) Full Text: DOI
Lian, Heng A note on conditional Akaike information for Poisson regression with random effects. (English) Zbl 1334.62140 Electron. J. Stat. 6, 1-9 (2012). MSC: 62J12 PDFBibTeX XMLCite \textit{H. Lian}, Electron. J. Stat. 6, 1--9 (2012; Zbl 1334.62140) Full Text: DOI arXiv Euclid
Lian, Heng Variable selection in high-dimensional partly linear additive models. (English) Zbl 1254.62053 J. Nonparametric Stat. 24, No. 4, 825-839 (2012). MSC: 62G08 62G20 65D07 65C05 PDFBibTeX XMLCite \textit{H. Lian}, J. Nonparametric Stat. 24, No. 4, 825--839 (2012; Zbl 1254.62053) Full Text: DOI
Lian, Heng; Chen, Xin; Yang, Jian-Yi Identification of partially linear structure in additive models with an application to gene expression prediction from sequences. (English) Zbl 1251.62013 Biometrics 68, No. 2, 437-445 (2012). MSC: 62G08 62G20 62P10 65C60 PDFBibTeX XMLCite \textit{H. Lian} et al., Biometrics 68, No. 2, 437--445 (2012; Zbl 1251.62013) Full Text: DOI
Lai, Peng; Wang, Qihua; Lian, Heng Bias-corrected GEE estimation and smooth-threshold GEE variable selection for single-index models with clustered data. (English) Zbl 1274.62245 J. Multivariate Anal. 105, No. 1, 422-432 (2012). MSC: 62G05 62G20 PDFBibTeX XMLCite \textit{P. Lai} et al., J. Multivariate Anal. 105, No. 1, 422--432 (2012; Zbl 1274.62245) Full Text: DOI arXiv