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Number of items: 48.
Stein, Stefan and Leng, Chenlei (2023) An annotated graph model with differential degree heterogeneity for directed networks. Journal of Machine Learning Research, 24 (119). pp. 1-69. ISSN 1532-4435.
Ma, Yingying, Leng, Chenlei and Wang, Hansheng (2023) Optimal subsampling bootstrap for massive data. Journal of Business & Economic Statistics, 42 (1). pp. 174-186. doi:10.1080/07350015.2023.2166514 ISSN 0735-0015.
Stein, Stefan and Leng, Chenlei (2022) Fallacy of dataβselective inference in modelling networks. Stat, 11 (1). e491. doi:10.1002/sta4.491 ISSN 2049-1573.
Zhao, Junlong, Liu, Xiuming, Wang, Hansheng and Leng, Chenlei (2022) Dimension reduction for covariates in network data. Biometrika, 109 (1). pp. 85-102. asab006. doi:10.1093/biomet/asab006 ISSN 0006-3444.
Li, Rui, Leng, Chenlei and You, Jinhon (2022) Semiparametric tail index regression. Journal of Business and Economic Statistics, 40 (1). pp. 82-95. doi:10.1080/07350015.2020.1775616 ISSN 0735-0015.
Wang, Qiuping, Yan, Ting, Jiang, Banyan and Leng, Chenlei (2022) Two-mode networks : inference with as many parameters as actors and differential privacy. Journal of Machine Learning Research, 23 (292). pp. 1-38. ISSN 1532-4435.
Chen, Mingli, Kato, Kengo and Leng, Chenlei (2021) Analysis of networks via the sparse Ξ²-Model. Journal of the Royal Statistical Society : Series B (Statistical Methodology), 83 (5). pp. 887-910. doi:10.1111/rssb.12444 ISSN 1369-7412.
Wang, Hanchao, Peng, Bin, Li, Degui and Leng, Chenlei (2021) Nonparametric estimation of large covariance matrices with conditional sparsity. Journal of Econometrics, 223 (1). pp. 53-72. doi:10.1016/j.jeconom.2020.09.002 ISSN 0304-4076.
Stein, Stefan, Leng, Chenlei, Thornton, Steven and Randrianandrasana, Michel (2021) A guided analytics tool for feature selection in steel manufacturing with an application to blast furnace top gas efficiency. Computational Materials Science, 186 . 110053. doi:10.1016/j.commatsci.2020.110053 ISSN 0927-0256.
Jiang, B., Chen, Z and Leng, Chenlei (2020) Dynamic linear discriminant analysis in high dimensional space. Bernoulli, 26 (2). pp. 1234-1268. doi:10.3150/19-BEJ1154 ISSN 1350-7265.
Wang, Yu-Xiang, Xu, Huan and Leng, Chenlei (2019) Provable subspace clustering : when LRR meets SSC. IEEE Transaction on Information Theory, 65 (9). pp. 5406-5432. doi:10.1109/TIT.2019.2915593 ISSN 0018-9448.
Chen, Mingli, Kato, Kengo and Leng, Chenlei (2019) Analysis of networks via the Sparse Ξ²-Model. Working Paper. Coventry: Department of Economics, University of Warwick. Warwick economics research papers series (WERPS) , 2019 (1222). (Unpublished)
Tang, Cheng Yong, Zhang, Weiping and Leng, Chenlei (2019) Discrete longitudinal data modeling with a mean-correlation regression approach. Statistica Sinica, 29 (2). SS-2016-0435. doi:10.5705/ss.202016.0435 ISSN 1017-0405.
Zha, Junlong, Li, Chao, Niu, Lu and Leng, Chenlei (2019) Multiple influential point detection in high dimensional regression spaces. Journal of the Royal Statistical Society Series B: Statistical Methodology, 81 (2). pp. 385-408. doi:10.1111/rssb.12311 ISSN 1369-7412.
Fiecas, Mark, Leng, Chenlei, Liu, Weidong and Yu, Yi (2019) Spectral analysis of high-dimensional time series. Electronic Journal of Statistics, 13 (2). pp. 4079-4101. doi:10.1214/19-EJS1621 ISSN 1935-7524.
Yan, Ting, Jiang, Binyan, Fienberg, Stephen E. and Leng, Chenlei (2019) Statistical inference in a directed network model with covariates. Journal of the American Statistical Association, 114 (526). pp. 857-868. doi:10.1080/01621459.2018.1448829 ISSN 0162-1459.
Jiang, Binyan, Wang, Xiangyu and Leng, Chenlei (2018) A direct approach for sparse quadratic discriminant analysis. Journal of Machine Learning Research, 19 (31). pp. 1-37. ISSN 1533-7928.
Leng, Chenlei and Pan, Guangming (2018) Covariance estimation via sparse Kronecker structures. Bernoulli, 24 (4B). pp. 3833-3863. doi:10.3150/17-BEJ980 ISSN 1350-7265.
Li, Rui, Leng, Chenlei and You, Jinhong (2017) A semiparametric regression model for longitudinal data with non-stationary errors. Scandinavian Journal of Statistics, 44 (4). pp. 932-950. doi:10.1111/sjos.12284 ISSN 0303-6898.
Wang, Xiangyu, Dunson, David B. and Leng, Chenlei (2016) DECOrrelated feature space partitioning for distributed sparse regression. In: 30th Conference on Neural Information Processing Systems (NIPS 2016), Barcelona, Spain, 5-10 Dec 2016. Published in: Advances in Neural Information Processing Systems (NIPS 2016), 29 ISSN 1049-5258.
Chen, Ziqi and Leng, Chenlei (2016) Dynamic covariance models. Journal of the American Statistical Association, 111 (515). pp. 1196-1207. ISSN 0162-1459 doi:10.1080/01621459.2015.1077712
Wang, Xiangyu and Leng, Chenlei (2016) High-dimensional ordinary least-squares projection for screening variables. Journal of the Royal Statistical Society Series B: Statistical Methodology, 78 (3). pp. 589-611. doi:10.1111/rssb.12127 ISSN 1369-7412.
Cui, Ying, Leng, Chenlei and Sun, Defeng (2016) Sparse estimation of high-dimensional correlation matrices. Computational Statistics & Data Analysis, 93 . pp. 390-403. doi:10.1016/j.csda.2014.10.001 ISSN 0167-9473.
Yan, Ting, Leng, Chenlei and Zhu, Ji (2016) Asymptotics in directed exponential random graph models with an increasing bi-degree sequence. The Annals of Statistics, 44 (1). pp. 31-57. doi:10.1214/15-AOS1343 ISSN 0090-5364.
Wang, Xiangyu, Dusnon, David and Leng, Chenlei (2016) No penalty no tears : least squares in high-dimensional linear models. In: 33rd International Conference on Machine Learning, New York City, USA, 19-24 Jun 2016. Published in: Proceedings of the 33rd International Conference on Machine Learning (ICML 2016) pp. 1814-1822. ISBN 1938-7228.
Wang, Xiangyu, Leng, Chenlei and Dunson, David B. (2015) On the consistency theory of high dimensional variable screening. In: 28th International Conference on Neural Information Processing Systems, Montreal, Canada, 7-12 Dec 2015. Published in: NIPS'15 Proceedings of the 28th International Conference on Neural Information Processing Systems, 2 pp. 2431-2439.
Zhang, Weiping, Leng, Chenlei and Tang, Cheng Yong (2015) A joint modelling approach for longitudinal studies. Journal of the Royal Statistical Society : Series B (Statistical Methodology), 77 (1). pp. 219-238. doi:10.1111/rssb.12065 ISSN 1369-7412.
Chen, Ziqi and Leng, Chenlei (2015) Local linear estimation of covariance matrices via Cholesky decomposition. Statistica Sinica, 25 . pp. 1249-1263. doi:10.5705/ss.2013.129 ISSN 1017-0405.
Leng, Chenlei, Tran, Minh-Ngoc and Nott, David (2014) Bayesian adaptive Lasso. Annals of the Institute of Statistical Mathematics, Volume 66 (Number 2). pp. 221-244. doi:10.1007/s10463-013-0429-6 ISSN 0020-3157.
Fukumizu, Kenji and Leng, Chenlei (2014) Gradient-based kernel dimension reduction for regression. Journal of the American Statistical Association, Volume 109 (Number 505). pp. 359-370. doi:10.1080/01621459.2013.838167 ISSN 0162-1459.
Leng, Chenlei and Zhang, Weiping (2014) Smoothing combined estimating equations in quantile regression for longitudinal data. Statistics and Computing, Volume 24 (Number 1). pp. 123-136. doi:10.1007/s11222-012-9358-0 ISSN 0960-3174.
Leng, Chenlei and Tong, Xingwei (2014) Censored quantile regression via Box-Cox transformation under conditional independence. Statistica Sinica, Volume 24 . pp. 221-249. doi:10.5705/ss.2012.089 ISSN 1017-0405.
Zhao, Junlong and Leng, Chenlei (2014) Structured lasso for regression with matrix covariates. Statistica Sinica, Volume 24 . pp. 799-814. doi:10.5705/ss.2012.033 ISSN 1017-0405.
Tong, Xingwei, Zhu, Liang, Leng, Chenlei, Leisenring, Wendy and Robison, Leslie L. (2013) A general semiparametric hazards regression model : efficient estimation and structure selection. Statistics in Medicine, Volume 32 (Number 28). pp. 4980-4994. doi:10.1002/sim.5885 ISSN 0277-6715.
Leng, Chenlei and Tong, Xingwei (2013) A quantile regression estimator for censored data. Bernoulli, Volume 19 (Number 1). pp. 344-361. doi:10.3150/11-BEJ388 ISSN 1350-7265.
Zhao, Junlong, Leng, Chenlei, Li, Lexin and Wang, Hansheng (2013) High-dimensional influence measure. The Annals of Statistics, Volume 41 (Number 5). pp. 2639-2667. doi:10.1214/13-AOS1165 ISSN 0090-5364.
Leng, Chenlei and Tang, C. Y. (2012) Sparse matrix graphical models. Journal of the American Statistical Association, Vol.107 (No.499). pp. 1187-1200. doi:10.1080/01621459.2012.706133 ISSN 0162-1459.
Tran, Minh-Ngoc, Nott, David J. and Leng, Chenlei (2012) The predictive Lasso. Statistics and Computing, Volume 22 (Number 5). pp. 1069-1084. doi:10.1007/s11222-011-9279-3 ISSN 0960-3174.
Leng, Chenlei and Tang, C. Y. (2012) Penalized empirical likelihood and growing dimensional general estimating equations. Biometrika, Vol.99 (No.3). pp. 703-716. doi:10.1093/biomet/ass014 ISSN 0006-3444.
Nott, David J., Tran, Minh-Ngoc and Leng, Chenlei (2012) Variational approximation for heteroscedastic linear models and matching pursuit algorithms. Statistics and Computing, Volume 22 (Number 2). pp. 497-512. doi:10.1007/s11222-011-9243-2 ISSN 0960-3174.
Zhang, W. and Leng, Chenlei (2012) A moving average Cholesky factor model in covariance modelling for longitudinal data. Biometrika, Vol.99 (No.1). pp. 141-150. doi:10.1093/biomet/asr068 ISSN 0006-3444.
Tang, Cheng Yong and Leng, Chenlei (2012) An empirical likelihood approach to quantile regression with auxiliary information. Statistics & Probability Letters, Volume 82 (Number 1). pp. 29-36. doi:10.1016/j.spl.2011.09.003 ISSN 0167-7152.
Leng, Chenlei and Tang, Cheng Yong (2011) Improving variance function estimation in semiparametric longitudinal data analysis. Canadian Journal of Statistics, Volume 39 (Number 4). pp. 656-670. doi:10.1002/cjs.10129 ISSN 0319-5724.
Tang, C. Y. and Leng, Chenlei (2011) Empirical likelihood and quantile regression in longitudinal data analysis. Biometrika, Volume 98 (Number 4). pp. 1001-1006. doi:10.1093/biomet/asr050 ISSN 0006-3444.
Leng, Chenlei and Li, Bo (2011) Forward adaptive banding for estimating large covariance matrices. Biometrika, Volume 98 (Number 4). pp. 821-830. doi:10.1093/biomet/asr045 ISSN 0006-3444.
Leng, Chenlei, Liang, Hua and Martinson, Neil (2011) Parametric variable selection in generalized partially linear models with an application to assess condom use by HIV-infected patients. Statistics in Medicine, Volume 30 (Number 16). pp. 2015-2027. doi:10.1002/sim.4233 ISSN 0277-6715.
Leng, Chenlei and Leung, Denis Heng-Yan (2011) Model selection in validation sampling: an asymptotic likelihood-based Lasso approach. Statistica Sinica, Volume 21 . 659-678 . ISSN 1017-0405.
Tang, C. Y. and Leng, Chenlei (2010) Penalized high-dimensional empirical likelihood. Biometrika, Vol.97 (No.4). pp. 905-920. doi:10.1093/biomet/asq057 ISSN 0006-3444.
This list was generated on Fri Mar 29 06:57:33 2024 GMT.