Prof. LIAN Heng (練恒)
Research Output
- 2019
- Published
On nonparametric randomized sketches for kernels with further smoothness
Xiong, X., Li, R. & Lian, H., Oct 2019, In: Statistics and Probability Letters. 153, p. 139-142Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Published
Partially functional linear regression with quadratic regularization
Zhang, F. & Lian, H., Oct 2019, In: Inverse Problems. 35, 10, 105002.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Published
PROJECTED SPLINE ESTIMATION OF THE NONPARAMETRIC FUNCTION IN HIGH-DIMENSIONAL PARTIALLY LINEAR MODELS FOR MASSIVE DATA
LIAN, H., ZHAO, K. & LV, S., Oct 2019, In: Annals of Statistics. 47, 5, p. 2922-2949Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 18 - Published
Estimation for single-index models via martingale difference divergence
Liu, J., Xu, P. & Lian, H., Sept 2019, In: Computational Statistics and Data Analysis. 137, p. 271-284Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 5 - Published
On double-index dimension reduction for partially functional data
Yang, G., Lin, H. & Lian, H., Sept 2019, In: Journal of Nonparametric Statistics. 31, 3, p. 761-768Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 1 - Published
Rank reduction for high-dimensional generalized additive models
Lin, H., Lian, H. & Liang, H., Sept 2019, In: Journal of Multivariate Analysis. 173, p. 672-684Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Published
MULTIPLE QUANTILE MODELING VIA REDUCED-RANK REGRESSION
Lian, H., Zhao, W. & Ma, Y., Jul 2019, In: Statistica Sinica. 29, 3, p. 1439-1464Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 4 - Published
Regression adjustment for treatment effect with multicollinearity in high dimensions
Yue, L., Li, G., Lian, H. & Wan, X., Jun 2019, In: Computational Statistics and Data Analysis. 134, p. 17-35Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 14 - Published
Estimation and testing for partially functional linear errors-in-variables models
Zhu, H., Zhang, R., Yu, Z., Lian, H. & Liu, Y., Mar 2019, In: Journal of Multivariate Analysis. 170, p. 296-314Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 28 - Published
A general framework for frequentist model averaging
Mitra, P., Lian, H., Mitra, R., Liang, H. & Xie, M.-G., Feb 2019, In: Science China Mathematics. 62, 2, p. 205-226Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 11 - Published
Pursuit of dynamic structure in quantile additive models with longitudinal data
Cui, X., Zhao, W., Lian, H. & Liang, H., Feb 2019, In: Computational Statistics and Data Analysis. 130, p. 42-60Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 2 - Published
Reduced rank modeling for functional regression with functional responses
Lin, H., Jiang, X., Lian, H. & Zhang, W., Jan 2019, In: Journal of Multivariate Analysis. 169, p. 205-217Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Published
Additive partially linear models for massive heterogeneous data
Wang, B., Fang, Y., Lian, H. & Liang, H., 2019, In: Electronic Journal of Statistics. 13, 1, p. 391-431Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 7 - Published
Principal varying coefficient estimator for high-dimensional models
Zhao, W., Zhang, F., Wang, X., Li, R. & Lian, H., 2019, In: Statistics. 53, 6, p. 1234-1250Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 2 - 2018
- Published
A principal varying-coefficient model for quantile regression: Joint variable selection and dimension reduction
Zhao, W., Jiang, X. & Lian, H., Nov 2018, In: Computational Statistics and Data Analysis. 127, p. 269-280Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 8 - Published
Time-varying quantile single-index model for multivariate responses
Zhao, W., Zhou, Y. & Lian, H., Nov 2018, In: Computational Statistics and Data Analysis. 127, p. 32-49Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 3 - Published
A generalized partially linear framework for variance functions
Fang, Y., Lian, H. & Liang, H., Oct 2018, In: Annals of the Institute of Statistical Mathematics. 70, 5, p. 1147-1175Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 1 - Published
On the sign consistency of the Lasso for the high-dimensional Cox model
Lv, S., You, M., Lin, H., Lian, H. & Huang, J., Sept 2018, In: Journal of Multivariate Analysis. 167, p. 79-96Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 3 - Online published
Simpler proofs for functional sliced inverse regression
Cui, X. & Lian, H., 23 Aug 2018, (Online published) In: Stat. 7, 1Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 1 - Published
Divide-and-Conquer for Debiased l1-norm Support Vector Machine in Ultra-high Dimensions
Lian, H. & Fan, Z., Aug 2018, In: Journal of Machine Learning Research. 18, 182.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 30
