Prof. LIAN Heng (練恒)
Research Output
- 2017
- Published
Estimation and model identification of longitudinal data time-varying nonparametric models
Liu, S., You, J. & Lian, H., 1 Apr 2017, In: Journal of Multivariate Analysis. 156, p. 116-136Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 3 - Published
Profile forward regression screening for ultra-high dimensional semiparametric varying coefficient partially linear models
Li, Y., Li, G., Lian, H. & Tong, T., Mar 2017, In: Journal of Multivariate Analysis. 155, p. 133-150Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 20 - Published
Quantile index coefficient model with variable selection
Zhao, W. & Lian, H., 1 Feb 2017, In: Journal of Multivariate Analysis. 154, p. 40-58Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 4 - Published
Robust reduced-rank modeling via rank regression
Zhao, W., Lian, H. & Ma, S., Jan 2017, In: Journal of Statistical Planning and Inference. 180, p. 1-12Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 15 - Published
SiAM: A hybrid of single index models and additive models
Ma, S., Lian, H., Liang, H. & Carroll, R. J., 2017, In: Electronic Journal of Statistics. 11, 1, p. 2397-2423Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 2 - 2016
Reduced rank regression with possibly non-smooth criterion functions: An empirical likelihood approach
Feng, S., Lian, H. & Zhu, F., 1 Nov 2016, In: Computational Statistics and Data Analysis. 103, p. 139-150Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Sparsistent and constansistent estimation of the varying-coefficient model with a diverging number of predictors
Zhao, K. & Lian, H., 1 Nov 2016, In: Communications in Statistics - Theory and Methods. 45, 21, p. 6385-6399Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 4Variable selection in additive quantile regression using nonconcave penalty
Zhao, K. & Lian, H., 1 Nov 2016, In: Statistics. 50, 6, p. 1276-1289Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 3A new nested Cholesky decomposition and estimation for the covariance matrix of bivariate longitudinal data
Feng, S., Lian, H. & Xue, L., 1 Oct 2016, In: Computational Statistics and Data Analysis. 102, p. 98-109Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 15Local asymptotics for nonparametric quantile regression with regression splines
Zhao, W. & Lian, H., 1 Oct 2016, In: Statistics and Probability Letters. 117, p. 209-215Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 3Mean and quantile boosting for partially linear additive models
Tang, X. & Lian, H., 1 Sept 2016, In: Statistics and Computing. 26, 5, p. 997-1008Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 3Minimax convergence rates for kernel CCA
Fan, Z. & Lian, H., 1 Sept 2016, In: Journal of Multivariate Analysis. 150, p. 183-190Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 4Robust closed-form estimators for the integer-valued GARCH (1,1) model
Li, Q., Lian, H. & Zhu, F., 1 Sept 2016, In: Computational Statistics and Data Analysis. 101, p. 209-225Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 18Bayesian composite quantile regression for linear mixed-effects models
Tian, Y., Lian, H. & Tian, M., 25 Jul 2016, (Online published) In: Communications in Statistics - Theory and Methods. 46, 15, p. 7717-7731Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 11Empirical likelihood for single-index models with responses missing at random
Xue, L. & Lian, H., 1 Jun 2016, In: Science China Mathematics. 59, 6, p. 1187-1207Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 8A note on the efficiency of composite quantile regression
Zhao, K. & Lian, H., 2 May 2016, In: Journal of Statistical Computation and Simulation. 86, 7, p. 1334-1341Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 12Estimation and variable selection for proportional response data with partially linear single-index models
Zhao, W., Lian, H., Zhang, R. & Lai, P., 1 Apr 2016, In: Computational Statistics and Data Analysis. 96, p. 40-56Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 6The Expectation-Maximization approach for Bayesian quantile regression
Zhao, K. & Lian, H., 1 Apr 2016, In: Computational Statistics and Data Analysis. 96, p. 1-11Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 16KERNEL ADDITIVE SLICED INVERSE REGRESSION
Lian, H. & Wang, Q., Apr 2016, In: Statistica Sinica. 26, 2, p. 527-546Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 1Bayesian Additive Machine: classification with a semiparametric discriminant function
Hu, Y., Zhao, K. & Lian, H., 3 Mar 2016, In: Journal of Statistical Computation and Simulation. 86, 4, p. 682-695Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 2