Edit Profile (opens in new tab) Li, Runze Co-Author Distance Author ID: li.runze Published as: Li, Runze; Li, Run-Ze; Li, RunZe; Li, Run Ze more...less Homepage: http://personal.psu.edu/ril4/ External Links: MGP · ORCID · Google Scholar Documents Indexed: 168 Publications since 1993, including 2 Books and 5 Additional arXiv Preprints 2 Contributions as Editor · 1 Further Contribution Software Indexed: 4 Packages Co-Authors: 189 Co-Authors with 167 Joint Publications 6,688 Co-Co-Authors all top 5 Co-Authors 4 single-authored 13 Fan, Jianqing 13 Fang, Kai-Tai 12 Liu, Jingyuan 12 Zhu, Liping 10 Wang, Lan 8 Zhong, Wei 6 Chen, Zhao 6 Wang, Hansheng 6 Zhu, Lixing 6 Zou, Hui 5 Cui, Hengjian 5 Guo, Xu 5 Li, Changcheng 5 Tsai, Chihling 5 Wu, Rongling 5 Yang, Guangren 5 Yang, Songshan 4 Kürüm, Esra 4 Liang, Jiajuan 4 Liu, Wanjun 4 Zhang, Yiyun 4 Zou, Changliang 3 Cai, Zhanrui 3 Kai, Bo 3 Li, Degui 3 Li, Jiahan 3 Liang, Hua 3 Liu, Hongcheng 3 Ma, Yanyuan 3 Peng, Bo 3 Reimherr, Matthew L. 3 Şentürk, Damla 3 Shiffman, Saul 3 Song, Rui 3 Sudjianto, Agus 3 Wang, Yuanjia 3 Wu, Yichao 3 Xu, Chen 3 Xu, Kai 3 Yao, Tao 3 Yao, Weixin 3 Zeng, Mudong 2 Bao, Le 2 Bradic, Jelena 2 Buu, Anne 2 Cai, Xizhen 2 Chen, Huaihou 2 Chu, Wanghuan 2 Coffman, Donna L. 2 Dziak, John J. 2 Fan, Yingying 2 Fang, Ethan X. 2 Hickernell, Fred J. 2 Huang, Mian 2 Huang, Yuan 2 Hughes, John 2 Ke, Yuan 2 Kim, Kion 2 Lan, Wei 2 Li, Gang 2 Li, Mengyan 2 Li, Yan 2 Liao, Yujie 2 Lin, Dennis Kon Jin 2 Lou, Lejia 2 Marron, James Stephen 2 Nie, Lei 2 Ren, Haojie 2 Shi, Chengchun 2 Wang, Jia 2 Wang, Luheng 2 Wang, Zhong 2 Wu, Yunan 2 Ye, Yinyu 2 Yu, Xiufan 2 Yu, Ye 2 Zhang, Aijun 2 Zhang, Xiang 2 Zhong, Pingshou 2 Zhou, Yeqing 2 Zhu, Xuening 1 Adragni, Kofi Placid 1 An, Hongzhi 1 Anagnostopoulos, Christoforos 1 Bai, Zhi-Dong 1 Berg, Arthur 1 Bickel, Peter John 1 Bottolo, Leonardo 1 Bueno, María Isabel 1 Bühlmann, Peter 1 Cai, Jianwen 1 Cai, Zongwu 1 Cattaneo, Matias D. 1 Chang, Xiangyu 1 Chen, Chixiang 1 Chen, Hui 1 Chen, Jia 1 Chen, Nan 1 Chen, Yi 1 Chiaromonte, Francesca ...and 126 more Co-Authors all top 5 Serials 33 Journal of the American Statistical Association 20 The Annals of Statistics 16 Statistica Sinica 8 Journal of Econometrics 8 Journal of Multivariate Analysis 5 Biometrika 5 Acta Mathematicae Applicatae Sinica. English Series 5 The Annals of Applied Statistics 5 Science China. Mathematics 4 Biometrics 4 Journal of the Royal Statistical Society. Series B. Statistical Methodology 4 Journal of Machine Learning Research (JMLR) 3 The Canadian Journal of Statistics 3 Journal of Statistical Planning and Inference 3 Statistics & Probability Letters 3 Journal of Business and Economic Statistics 2 Computational Statistics and Data Analysis 2 Mathematical Programming. Series A. Series B 2 Journal of Nonparametric Statistics 2 Journal of the Royal Statistical Society. Series C. Applied Statistics 2 Statistics and Its Interface 1 Physica A 1 Mathematics of Computation 1 Technometrics 1 Journal of Time Series Analysis 1 Chinese Journal of Applied Probability and Statistics 1 Journal of Complexity 1 Bernoulli 1 The Bulletin of the Hong Kong Mathematical Society 1 Acta Mathematica Sinica. English Series 1 Applied Stochastic Models in Business and Industry 1 Journal of Biological Dynamics 1 Involve 1 Statistics Surveys 1 Journal of Computational and Graphical Statistics 1 Journal of Agricultural, Biological, and Environmental Statistics 1 Sankhyā 1 Statistics in Medicine 1 Chapman & Hall/CRC Computer Science & Data Analysis Series 1 Chapman & Hall/CRC Data Science Series all top 5 Fields 163 Statistics (62-XX) 33 Numerical analysis (65-XX) 8 Computer science (68-XX) 6 Biology and other natural sciences (92-XX) 5 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 4 Operations research, mathematical programming (90-XX) 3 Probability theory and stochastic processes (60-XX) 2 General and overarching topics; collections (00-XX) 1 History and biography (01-XX) 1 Combinatorics (05-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Global analysis, analysis on manifolds (58-XX) 1 Statistical mechanics, structure of matter (82-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 137 Publications have been cited 8,565 times in 5,028 Documents Cited by ▼ Year ▼ Variable selection via nonconcave penalized likelihood and its oracle properties. Zbl 1073.62547 Fan, Jianqing; Li, Runze 2,942 2001 Sure independence screening for ultrahigh dimensional feature space. With discussion and authors’ reply. Zbl 1411.62187 Fan, Jianqing; Lv, Jinchi 741 2008 One-step sparse estimates in nonconcave penalized likelihood models. Zbl 1142.62027 Zou, Hui; Li, Runze 454 2008 Tuning parameter selectors for the smoothly clipped absolute deviation method. Zbl 1135.62058 Wang, Hansheng; Li, Runze; Tsai, Chih-Ling 379 2007 Feature screening via distance correlation learning. Zbl 1443.62184 Li, Runze; Zhong, Wei; Zhu, Liping 329 2012 Model-free feature screening for ultrahigh-dimensional data. Zbl 1233.62195 Zhu, Li-Ping; Li, Lexin; Li, Runze; Zhu, Li-Xing 246 2011 Design and modeling for computer experiments. Zbl 1093.62117 Fang, Kai-Tai; Li, Runze; Sudjianto, Agus 237 2006 Variable selection for Cox’s proportional hazards model and frailty model. Zbl 1012.62106 Fan, Jianqing; Li, Runze 221 2002 New estimation and model selection procedures for semiparametric modeling in longitudinal data analysis. Zbl 1117.62329 Fan, Jianqing; Li, Runze 220 2004 New efficient estimation and variable selection methods for semiparametric varying-coefficient partially linear models. Zbl 1209.62074 Kai, Bo; Li, Runze; Zou, Hui 216 2011 Efficient estimation and inferences for varying-coefficient models. Zbl 0999.62052 Cai, Zongwu; Fan, Jianqing; Li, Runze 209 2000 Variable selection in semiparametric regression modeling. Zbl 1132.62027 Li, Runze; Liang, Hua 188 2008 Variable selection using MM algorithms. Zbl 1078.62028 Hunter, David R.; Li, Runze 179 2005 Estimation and testing for partially linear single-index models. Zbl 1204.62068 Liang, Hua; Liu, Xiang; Li, Runze; Tsai, Chih-Ling 143 2010 Quantile regression for analyzing heterogeneity in ultra-high dimension. Zbl 1328.62468 Wang, Lan; Wu, Yichao; Li, Runze 142 2012 Analysis of longitudinal data with semiparametric estimation of covariance function. Zbl 1172.62323 Fan, Jianqing; Huang, Tao; Li, Runze 132 2007 Model-free feature screening for ultrahigh dimensional discriminant analysis. Zbl 1373.62305 Cui, Hengjian; Li, Runze; Zhong, Wei 123 2015 Feature selection for varying coefficient models with ultrahigh-dimensional covariates. Zbl 1367.62048 Liu, Jingyuan; Li, Runze; Wu, Rongling 118 2014 Local composite quantile regression smoothing: an efficient and safe alternative to local polynomial regression. Zbl 1411.62101 Kai, Bo; Li, Runze; Zou, Hui 115 2010 Regularization parameter selections via generalized information criterion. Zbl 1397.62262 Zhang, Yiyun; Li, Runze; Tsai, Chih-Ling 103 2010 Variable selection for partially linear models with measurement errors. Zbl 1388.62208 Liang, Hua; Li, Runze 99 2009 Statistical challenges with high dimensionality: feature selection in knowledge discovery. Zbl 1117.62137 Fan, Jianqing; Li, Runze 99 2006 Quadratic inference functions for varying-coefficient models with longitudinal data. Zbl 1097.62037 Qu, Annie; Li, Runze 97 2006 Calibrating nonconvex penalized regression in ultra-high dimension. Zbl 1281.62106 Wang, Lan; Kim, Yongdai; Li, Runze 80 2013 A high-dimensional nonparametric multivariate test for mean vector. Zbl 1373.62280 Wang, Lan; Peng, Bo; Li, Runze 73 2015 Local modal regression. Zbl 1254.62059 Yao, Weixin; Lindsay, Bruce G.; Li, Runze 64 2012 Statistical foundations of data science. Zbl 1467.62001 Fan, Jianqing; Li, Runze; Zhang, Cun-Hui; Zou, Hui 58 2020 Multivariate varying coefficient model for functional responses. Zbl 1373.62169 Zhu, Hongtu; Li, Runze; Kong, Linglong 57 2012 Local rank inference for varying coefficient models. Zbl 1205.62092 Wang, Lan; Kai, Bo; Li, Runze 49 2009 Variable selection for multivariate failure time data. Zbl 1094.62123 Cai, Jianwen; Fan, Jianqing; Li, Runze; Zhou, Haibo 47 2005 Variable selection in linear mixed effects models. Zbl 1257.62077 Fan, Yingying; Li, Runze 46 2012 Weighted Wilcoxon-type smoothly clipped absolute deviation method. Zbl 1167.62093 Wang, Lan; Li, Runze 44 2009 Projection correlation between two random vectors. Zbl 07072331 Zhu, Liping; Xu, Kai; Li, Runze; Zhong, Wei 43 2017 Statistical inference in massive data sets. Zbl 07879676 Li, Runze; Lin, Dennis K. J.; Li, Bing 39 2013 Nonparametric mixture of regression models. Zbl 06224977 Huang, Mian; Li, Runze; Wang, Shaoli 37 2013 Efficient statistical inference procedures for partially nonlinear models and their applications. Zbl 1145.62030 Li, Runze; Nie, Lei 33 2008 New local estimation procedure for a non-parametric regression function for longitudinal data. Zbl 07555441 Yao, Weixin; Li, Runze 32 2013 Variable selection in measurement error models. Zbl 1200.62071 Ma, Yanyuan; Li, Runze 28 2010 A selective overview of feature screening for ultrahigh-dimensional data. Zbl 1327.62345 Liu, JingYuan; Zhong, Wei; Li, RunZe 28 2015 Regularized quantile regression and robust feature screening for single index models. Zbl 1419.62096 Zhong, Wei; Zhu, Liping; Li, Runze; Cui, Hengjian 27 2016 Variable selection for support vector machines in moderately high dimensions. Zbl 1411.62176 Zhang, Xiang; Wu, Yichao; Wang, Lan; Li, Runze 26 2016 Data analysis in supersaturated designs. Zbl 1092.62570 Li, Runze; Lin, Dennis K. J. 25 2002 Majorization framework for balanced lattice designs. Zbl 1084.62071 Zhang, Aijun; Fang, Kai-Tai; Li, Runze; Sudjianto, Agus 25 2005 Feature screening in ultrahigh dimensional Cox’s model. Zbl 1356.62175 Yang, Guangren; Yu, Ye; Li, Runze; Buu, Anne 24 2016 Testing multivariate uniformity and its applications. Zbl 0958.65016 Liang, Jia-Juan; Fang, Kai-Tai; Hickernell, Fred J.; Li, Runze 23 2001 Semiparametric quantile regression with high-dimensional covariates. Zbl 1253.62032 Zhu, Liping; Huang, Mian; Li, Runze 23 2012 Rejoinder: One-step sparse estimates in nonconcave penalized likelihood models. Zbl 1282.62112 Zou, Hui; Li, Runze 22 2008 Nonparametric covariance model. Zbl 1180.62065 Yin, Jianxin; Geng, Zhi; Li, Runze; Wang, Hansheng 21 2010 Testing multinormality based on low-dimensional projection. Zbl 0961.65005 Liang, Jiajuan; Li, Runze; Fang, Hongbin; Fang, Kai-Tai 20 2000 Distributed feature screening via componentwise debiasing. Zbl 1498.68286 Li, Xingxiang; Li, Runze; Xia, Zhiming; Xu, Chen 20 2020 Feature screening for time-varying coefficient models with ultrahigh-dimensional longitudinal data. Zbl 1400.62255 Chu, Wanghuan; Li, Runze; Reimherr, Matthew 19 2016 A multivariate version of Ghosh’s \(T_{3}\)-plot to detect non-multinormality. Zbl 1042.62552 Fang, Kai-Tai; Li, Run-Ze; Liang, Jia-Juan 19 1998 Model-free feature screening and FDR control with knockoff features. Zbl 1506.62303 Liu, Wanjun; Ke, Yuan; Liu, Jingyuan; Li, Runze 19 2022 Linear hypothesis testing for high dimensional generalized linear models. Zbl 1436.62355 Shi, Chengchun; Song, Rui; Chen, Zhao; Li, Runze 18 2019 Consistent selection of the number of change-points via sample-splitting. Zbl 1442.62126 Zou, Changliang; Wang, Guanghui; Li, Runze 17 2020 Folded concave penalized sparse linear regression: sparsity, statistical performance, and algorithmic theory for local solutions. Zbl 1386.90116 Liu, Hongcheng; Yao, Tao; Li, Runze; Ye, Yinyu 17 2017 Hypothesis testing on linear structures of high-dimensional covariance matrix. Zbl 1435.62202 Zheng, Shurong; Chen, Zhao; Cui, Hengjian; Li, Runze 16 2019 A tuning-free robust and efficient approach to high-dimensional regression. Zbl 1452.62525 Wang, Lan; Peng, Bo; Bradic, Jelena; Li, Runze; Wu, Yunan 15 2020 Error variance estimation in ultrahigh-dimensional additive models. Zbl 1398.62135 Chen, Zhao; Fan, Jianqing; Li, Runze 15 2018 Bayesian statistical inference on elliptical matrix distributions. Zbl 0958.62004 Fang, Kai-Tai; Li, Runze 13 1999 Test of significance for high-dimensional longitudinal data. Zbl 1455.62051 Fang, Ethan X.; Ning, Yang; Li, Runze 13 2020 Bayesian group Lasso for nonparametric varying-coefficient models with application to functional genome-wide association studies. Zbl 1397.62260 Li, Jiahan; Wang, Zhong; Li, Runze; Wu, Rongling 13 2015 A new estimation procedure for a partially nonlinear model via a mixed-effects approach. Zbl 1132.62013 Li, Runze; Nie, Lei 12 2007 Semiparametric estimation of conditional heteroscedasticity via single-index modeling. Zbl 1534.62044 Zhu, Liping; Dong, Yuexiao; Li, Runze 12 2013 Model-free forward screening via cumulative divergence. Zbl 1441.62185 Zhou, Tingyou; Zhu, Liping; Xu, Chen; Li, Runze 12 2020 Robust estimation for partially linear models with large-dimensional covariates. Zbl 06272099 Zhu, LiPing; Li, RunZe; Cui, HengJian 11 2013 Portal nodes screening for large scale social networks. Zbl 1452.62970 Zhu, Xuening; Chang, Xiangyu; Li, Runze; Wang, Hansheng 11 2019 Testing a single regression coefficient in high dimensional linear models. Zbl 1443.62198 Lan, Wei; Zhong, Ping-Shou; Li, Runze; Wang, Hansheng; Tsai, Chih-Ling 10 2016 Ultrahigh dimensional precision matrix estimation via refitted cross validation. Zbl 1456.62106 Wang, Luheng; Chen, Zhao; Wang, Christina Dan; Li, Runze 10 2020 Weighted quantile regression for AR model with infinite variance errors. Zbl 1254.62092 Chen, Zhao; Li, Runze; Wu, Yaohua 10 2012 Variable selection and inference procedures for marginal analysis of longitudinal data with missing observations and covariate measurement error. Zbl 1329.62330 Yi, Grace Y.; Tan, Xianming; Li, Runze 9 2015 Global solutions to folded concave penalized nonconvex learning. Zbl 1337.62163 Liu, Hongcheng; Yao, Tao; Li, Runze 9 2016 Time-varying coefficient models for joint modeling binary and continuous outcomes in longitudinal data. Zbl 1359.62077 Kürüm, Esra; Li, Runze; Shiffman, Saul; Yao, Weixin 9 2016 Local composite quantile regression smoothing for Harris recurrent Markov processes. Zbl 1431.62397 Li, Degui; Li, Runze 9 2016 Partial linear varying multi-index coefficient model for integrative gene-environment interactions. Zbl 1359.62483 Liu, Xu; Cui, Yuehua; Li, Runze 9 2016 Central limit theorem for linear spectral statistics of large dimensional Kendall’s rank correlation matrices and its applications. Zbl 1475.62168 Li, Zeng; Wang, Qinwen; Li, Runze 9 2021 Dimension-reduction type test for linearity of a stochastic regression model. Zbl 0927.62044 Zhu, Lixing; Li, Runze 9 1998 Empirical likelihood in survival analysis. Zbl 1266.62078 Li, Gang; Li, Runze; Zhou, Mai 8 2005 Recent history functional linear models for sparse longitudinal data. Zbl 1204.62066 Kim, Kion; Şentürk, Damla; Li, Runze 8 2011 Homogeneity tests of covariance matrices with high-dimensional longitudinal data. Zbl 1464.62275 Zhong, Ping-Shou; Li, Runze; Santo, Shawn 8 2019 A consistent information criterion for support vector machines in diverging model spaces. Zbl 1360.68728 Zhang, Xiang; Wu, Yichao; Wang, Lan; Li, Runze 8 2016 Local likelihood siZer map. Zbl 1193.62085 Li, Runze; Marron, J. S. 8 2005 Online sufficient dimension reduction through sliced inverse regression. Zbl 1475.68263 Cai, Zhanrui; Li, Runze; Zhu, Liping 7 2020 An effective algorithm for generation of factorial designs with generalized minimum aberration. Zbl 1129.65007 Fang, Kai-Tai; Zhang, Aijun; Li, Runze 7 2007 Local linear regression for data with AR errors. Zbl 1176.62068 Li, Runze; Li, Yan 7 2009 Variable selection for partially linear models via partial correlation. Zbl 1395.62203 Liu, Jingyuan; Lou, Lejia; Li, Runze 6 2018 Sample average approximation with sparsity-inducing penalty for high-dimensional stochastic programming. Zbl 1423.90162 Liu, Hongcheng; Wang, Xue; Yao, Tao; Li, Runze; Ye, Yinyu 6 2019 Large-scale datastreams surveillance via pattern-oriented-sampling. Zbl 1507.62414 Ren, Haojie; Zou, Changliang; Chen, Nan; Li, Runze 6 2022 Evaluation of reproducibility for paired functional data. Zbl 1087.62034 Li, Runze; Chow, Mosuk 6 2005 Threshold selection in feature screening for error rate control. Zbl 07751807 Guo, Xu; Ren, Haojie; Zou, Changliang; Li, Runze 6 2023 Varying coefficient models for data with auto-correlated error process. Zbl 1534.62127 Chen, Zhao; Li, Runze; Li, Yan 5 2015 Feature screening in ultrahigh-dimensional varying-coefficient Cox model. Zbl 1417.62283 Yang, Guangren; Zhang, Ling; Li, Runze; Huang, Yuan 5 2019 Model-free conditional independence feature screening for ultrahigh dimensional data. Zbl 06844644 Wang, LuHeng; Liu, JingYuan; Li, Yong; Li, RunZe 5 2017 Empirical likelihood test for a large-dimensional mean vector. Zbl 1451.62062 Cui, Xia; Li, Runze; Yang, Guangren; Zhou, Wang 5 2020 The expected values of invariant polynomials with matrix argument of elliptical distributions. Zbl 0877.62048 Li, Runze 5 1997 Statistical inference for high-dimensional models via recursive online-score estimation. Zbl 1524.62355 Shi, Chengchun; Song, Rui; Lu, Wenbin; Li, Runze 5 2021 Some methods for generating both an NT-net and the uniform distribution on a Stiefel manifold and their applications. Zbl 0900.62262 Fang, Kai-Tai; Li, Run-Ze 5 1997 Variable selection via partial correlation. Zbl 1372.62017 Li, Runze; Liu, Jingyuan; Lou, Lejia 5 2017 Inference in high dimensional linear measurement error models. Zbl 1472.62112 Li, Mengyan; Li, Runze; Ma, Yanyuan 4 2021 An overview on variable selection for survival analysis. Zbl 1266.62080 Fan, Jianqing; Li, Gang; Li, Runze 4 2005 Rank-based indices for testing independence between two high-dimensional vectors. Zbl 1539.62160 Zhou, Yeqing; Xu, Kai; Zhu, Liping; Li, Runze 2 2024 Threshold selection in feature screening for error rate control. Zbl 07751807 Guo, Xu; Ren, Haojie; Zou, Changliang; Li, Runze 6 2023 Model-free conditional feature screening with FDR control. Zbl 07784930 Tong, Zhaoxue; Cai, Zhanrui; Yang, Songshan; Li, Runze 2 2023 Statistical inference for linear mediation models with high-dimensional mediators and application to studying stock reaction to COVID-19 pandemic. Zbl 07693702 Guo, Xu; Li, Runze; Liu, Jingyuan; Zeng, Mudong 2 2023 Regularized linear programming discriminant rule with folded concave penalty for ultrahigh-dimensional data. Zbl 07792041 Li, Changcheng; Li, Runze; Wen, Jiawei; Yang, Songshan; Zhan, Xiang 1 2023 Testing the effects of high-dimensional covariates via aggregating cumulative covariances. Zbl 07751837 Li, Runze; Xu, Kai; Zhou, Yeqing; Zhu, Liping 1 2023 Model-free feature screening and FDR control with knockoff features. Zbl 1506.62303 Liu, Wanjun; Ke, Yuan; Liu, Jingyuan; Li, Runze 19 2022 Large-scale datastreams surveillance via pattern-oriented-sampling. Zbl 1507.62414 Ren, Haojie; Zou, Changliang; Chen, Nan; Li, Runze 6 2022 An overview of tests on high-dimensional means. Zbl 1493.62342 Huang, Yuan; Li, Changcheng; Li, Runze; Yang, Songshan 4 2022 Linear hypothesis testing in linear models with high-dimensional responses. Zbl 1515.62057 Li, Changcheng; Li, Runze 3 2022 Inference on covariance-mean regression. Zbl 07585118 Zou, Tao; Lan, Wei; Li, Runze; Tsai, Chih-Ling 1 2022 Stable correlation and robust feature screening. Zbl 07462123 Guo, Xu; Li, Runze; Liu, Wanjun; Zhu, Lixing 1 2022 Central limit theorem for linear spectral statistics of large dimensional Kendall’s rank correlation matrices and its applications. Zbl 1475.62168 Li, Zeng; Wang, Qinwen; Li, Runze 9 2021 Statistical inference for high-dimensional models via recursive online-score estimation. Zbl 1524.62355 Shi, Chengchun; Song, Rui; Lu, Wenbin; Li, Runze 5 2021 Inference in high dimensional linear measurement error models. Zbl 1472.62112 Li, Mengyan; Li, Runze; Ma, Yanyuan 4 2021 Homogeneity structure learning in large-scale panel data with heavy-tailed errors. Zbl 1540.62110 Di, Xiao; Ke, Yuan; Li, Runze 3 2021 Feature screening for network autoregression model. Zbl 1479.62072 Huang, Danyang; Zhu, Xuening; Li, Runze; Wang, Hansheng 2 2021 Variable selection for partially linear models via Bayesian subset modeling with diffusing prior. Zbl 1465.62077 Wang, Jia; Cai, Xizhen; Li, Runze 1 2021 Statistical foundations of data science. Zbl 1467.62001 Fan, Jianqing; Li, Runze; Zhang, Cun-Hui; Zou, Hui 58 2020 Distributed feature screening via componentwise debiasing. Zbl 1498.68286 Li, Xingxiang; Li, Runze; Xia, Zhiming; Xu, Chen 20 2020 Consistent selection of the number of change-points via sample-splitting. Zbl 1442.62126 Zou, Changliang; Wang, Guanghui; Li, Runze 17 2020 A tuning-free robust and efficient approach to high-dimensional regression. Zbl 1452.62525 Wang, Lan; Peng, Bo; Bradic, Jelena; Li, Runze; Wu, Yunan 15 2020 Test of significance for high-dimensional longitudinal data. Zbl 1455.62051 Fang, Ethan X.; Ning, Yang; Li, Runze 13 2020 Model-free forward screening via cumulative divergence. Zbl 1441.62185 Zhou, Tingyou; Zhu, Liping; Xu, Chen; Li, Runze 12 2020 Ultrahigh dimensional precision matrix estimation via refitted cross validation. Zbl 1456.62106 Wang, Luheng; Chen, Zhao; Wang, Christina Dan; Li, Runze 10 2020 Online sufficient dimension reduction through sliced inverse regression. Zbl 1475.68263 Cai, Zhanrui; Li, Runze; Zhu, Liping 7 2020 Empirical likelihood test for a large-dimensional mean vector. Zbl 1451.62062 Cui, Xia; Li, Runze; Yang, Guangren; Zhou, Wang 5 2020 Feature screening in ultrahigh-dimensional generalized varying-coefficient models. Zbl 1439.62258 Yang, Guangren; Yang, Songshan; Li, Runze 4 2020 Feature selection for generalized varying coefficient mixed-effect models with application to obesity GWAS. Zbl 1439.62217 Chu, Wanghuan; Li, Runze; Liu, Jingyuan; Reimherr, Matthew 3 2020 Rejoinder to “A tuning-free robust and efficient approach to high-dimensional regression”. Zbl 1452.62526 Wang, Lan; Peng, Bo; Bradic, Jelena; Li, Runze; Wu, Yunan 2 2020 Linear hypothesis testing for high dimensional generalized linear models. Zbl 1436.62355 Shi, Chengchun; Song, Rui; Chen, Zhao; Li, Runze 18 2019 Hypothesis testing on linear structures of high-dimensional covariance matrix. Zbl 1435.62202 Zheng, Shurong; Chen, Zhao; Cui, Hengjian; Li, Runze 16 2019 Portal nodes screening for large scale social networks. Zbl 1452.62970 Zhu, Xuening; Chang, Xiangyu; Li, Runze; Wang, Hansheng 11 2019 Homogeneity tests of covariance matrices with high-dimensional longitudinal data. Zbl 1464.62275 Zhong, Ping-Shou; Li, Runze; Santo, Shawn 8 2019 Sample average approximation with sparsity-inducing penalty for high-dimensional stochastic programming. Zbl 1423.90162 Liu, Hongcheng; Wang, Xue; Yao, Tao; Li, Runze; Ye, Yinyu 6 2019 Feature screening in ultrahigh-dimensional varying-coefficient Cox model. Zbl 1417.62283 Yang, Guangren; Zhang, Ling; Li, Runze; Huang, Yuan 5 2019 Scalar-on-function regression for predicting distal outcomes from intensively gathered longitudinal data: interpretability for applied scientists. Zbl 1434.62185 Dziak, John J.; Coffman, Donna L.; Reimherr, Matthew; Petrovich, Justin; Li, Runze; Shiffman, Saul; Shiyko, Mariya P. 3 2019 Semiparametric regression for measurement error model with heteroscedastic error. Zbl 1417.62084 Li, Mengyan; Ma, Yanyuan; Li, Runze 2 2019 Error variance estimation in ultrahigh-dimensional additive models. Zbl 1398.62135 Chen, Zhao; Fan, Jianqing; Li, Runze 15 2018 Variable selection for partially linear models via partial correlation. Zbl 1395.62203 Liu, Jingyuan; Lou, Lejia; Li, Runze 6 2018 Time-varying copula models for longitudinal data. Zbl 06938693 Kürüm, Esra; Hughes, John; Li, Runze; Shiffman, Saul 4 2018 Projection correlation between two random vectors. Zbl 07072331 Zhu, Liping; Xu, Kai; Li, Runze; Zhong, Wei 43 2017 Folded concave penalized sparse linear regression: sparsity, statistical performance, and algorithmic theory for local solutions. Zbl 1386.90116 Liu, Hongcheng; Yao, Tao; Li, Runze; Ye, Yinyu 17 2017 Model-free conditional independence feature screening for ultrahigh dimensional data. Zbl 06844644 Wang, LuHeng; Liu, JingYuan; Li, Yong; Li, RunZe 5 2017 Variable selection via partial correlation. Zbl 1372.62017 Li, Runze; Liu, Jingyuan; Lou, Lejia 5 2017 Regularized quantile regression and robust feature screening for single index models. Zbl 1419.62096 Zhong, Wei; Zhu, Liping; Li, Runze; Cui, Hengjian 27 2016 Variable selection for support vector machines in moderately high dimensions. Zbl 1411.62176 Zhang, Xiang; Wu, Yichao; Wang, Lan; Li, Runze 26 2016 Feature screening in ultrahigh dimensional Cox’s model. Zbl 1356.62175 Yang, Guangren; Yu, Ye; Li, Runze; Buu, Anne 24 2016 Feature screening for time-varying coefficient models with ultrahigh-dimensional longitudinal data. Zbl 1400.62255 Chu, Wanghuan; Li, Runze; Reimherr, Matthew 19 2016 Testing a single regression coefficient in high dimensional linear models. Zbl 1443.62198 Lan, Wei; Zhong, Ping-Shou; Li, Runze; Wang, Hansheng; Tsai, Chih-Ling 10 2016 Global solutions to folded concave penalized nonconvex learning. Zbl 1337.62163 Liu, Hongcheng; Yao, Tao; Li, Runze 9 2016 Time-varying coefficient models for joint modeling binary and continuous outcomes in longitudinal data. Zbl 1359.62077 Kürüm, Esra; Li, Runze; Shiffman, Saul; Yao, Weixin 9 2016 Local composite quantile regression smoothing for Harris recurrent Markov processes. Zbl 1431.62397 Li, Degui; Li, Runze 9 2016 Partial linear varying multi-index coefficient model for integrative gene-environment interactions. Zbl 1359.62483 Liu, Xu; Cui, Yuehua; Li, Runze 9 2016 A consistent information criterion for support vector machines in diverging model spaces. Zbl 1360.68728 Zhang, Xiang; Wu, Yichao; Wang, Lan; Li, Runze 8 2016 A semivarying joint model for longitudinal binary and continuous outcomes. Zbl 1357.62175 Kürüm, Esra; Hughes, John; Li, Runze 1 2016 Two-stage model for time varying effects of zero-inflated count longitudinal covariates with applications in health behaviour research. Zbl 07945111 Yang, Hanyu; Li, Runze; Zucker, Robert A.; Buu, Anne 1 2016 Model-free feature screening for ultrahigh dimensional discriminant analysis. Zbl 1373.62305 Cui, Hengjian; Li, Runze; Zhong, Wei 123 2015 A high-dimensional nonparametric multivariate test for mean vector. Zbl 1373.62280 Wang, Lan; Peng, Bo; Li, Runze 73 2015 A selective overview of feature screening for ultrahigh-dimensional data. Zbl 1327.62345 Liu, JingYuan; Zhong, Wei; Li, RunZe 28 2015 Bayesian group Lasso for nonparametric varying-coefficient models with application to functional genome-wide association studies. Zbl 1397.62260 Li, Jiahan; Wang, Zhong; Li, Runze; Wu, Rongling 13 2015 Variable selection and inference procedures for marginal analysis of longitudinal data with missing observations and covariate measurement error. Zbl 1329.62330 Yi, Grace Y.; Tan, Xianming; Li, Runze 9 2015 Varying coefficient models for data with auto-correlated error process. Zbl 1534.62127 Chen, Zhao; Li, Runze; Li, Yan 5 2015 Feature selection for varying coefficient models with ultrahigh-dimensional covariates. Zbl 1367.62048 Liu, Jingyuan; Li, Runze; Wu, Rongling 118 2014 Nonlinear varying-coefficient models with applications to a photosynthesis study. Zbl 1303.62081 Kürüm, Esra; Li, Runze; Wang, Yang; Şentürk, Damla 2 2014 Non-parametric estimation under strong dependence. Zbl 1301.62044 Zhao, Zhibiao; Zhang, Yiyun; Li, Runze 2 2014 A fast algorithm for detecting gene-gene interactions in genome-wide association studies. Zbl 1454.62349 Li, Jiahan; Zhong, Wei; Li, Runze; Wu, Rongling 2 2014 Comment on: “Estimation and accuracy after model selection”. Zbl 1368.62078 Wang, Lan; Sherwood, Ben; Li, Runze 1 2014 Calibrating nonconvex penalized regression in ultra-high dimension. Zbl 1281.62106 Wang, Lan; Kim, Yongdai; Li, Runze 80 2013 Statistical inference in massive data sets. Zbl 07879676 Li, Runze; Lin, Dennis K. J.; Li, Bing 39 2013 Nonparametric mixture of regression models. Zbl 06224977 Huang, Mian; Li, Runze; Wang, Shaoli 37 2013 New local estimation procedure for a non-parametric regression function for longitudinal data. Zbl 07555441 Yao, Weixin; Li, Runze 32 2013 Semiparametric estimation of conditional heteroscedasticity via single-index modeling. Zbl 1534.62044 Zhu, Liping; Dong, Yuexiao; Li, Runze 12 2013 Robust estimation for partially linear models with large-dimensional covariates. 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Zbl 1132.62027 Li, Runze; Liang, Hua 188 2008 ...and 37 more Documents all cited Publications top 5 cited Publications all top 5 Cited by 6,141 Authors 95 Lian, Heng 80 Li, Runze 63 Zhang, Riquan 56 Fan, Jianqing 53 Zhang, Jun 50 Zhu, Lixing 49 Lin, Lu 48 Yang, Hu 44 Xue, Liugen 43 Liang, Hua 39 Li, Gaorong 37 Zhao, Weihua 36 Huang, Jian 35 Zhu, Liping 35 Zhu, Zhongyi 33 Ma, Shuangge 32 Liu, Min-Qian 32 Wang, Hansheng 32 Zhou, Yong 31 Yao, Weixin 30 Qin, Hong 29 Li, Jialiang 29 You, Jinhong 27 Guo, Chaohui 27 Lv, Jing 27 Song, Xinyuan 27 Wang, Kangning 26 Cui, Hengjian 26 Zou, Hui 25 Lai, Peng 25 Liu, Jicai 25 Liu, Yanyan 25 Sun, Jianguo 25 Zhao, Peixin 24 Sun, Liuquan 24 Tang, Niansheng 24 Wang, Qihua 24 Zhu, Hongtu 23 Feng, Sanying 23 Li, Yi 23 Zhong, Wei 22 Koukouvinos, Christos 22 Wang, Mingqiu 22 Zhang, Qingzhao 22 Zou, Changliang 21 Lin, Huazhen 21 Peng, Heng 21 Tian, Maozai 21 Tutz, Gerhard E. 21 Wang, Lei 20 Liu, Yufeng 20 Tang, Manlai 20 Wu, Yichao 19 Fan, Guoliang 19 Qu, Annie 18 Ahmed, Syed Ejaz 18 Elsawah, A. 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