Prof. LIAN Heng (練恒)
Research Output
- 2021
- Published
FUNCTIONAL ADDITIVE QUANTILE REGRESSION
Zhang, Y., Lian, H., Li, G. & Zhu, Z., Jul 2021, In: Statistica Sinica. 31, 3, p. 1331-1351Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 6 - Published
Additive functional regression in reproducing kernel Hilbert spaces under smoothness condition
Tian, Y., Lin, H., Lian, H. & Fan, Z., Apr 2021, In: Metrika. 84, 3, p. 429–442Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Published
A semiparametric model for matrix regression
Zhao, W., Zhang, X. & Lian, H., Apr 2021, In: Random Matrices: Theory and Application. 10, 2, 2250001.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Published
Optimal prediction of quantile functional linear regression in reproducing kernel Hilbert spaces
Li, R., Lu, W., Zhu, Z. & Lian, H., Mar 2021, In: Journal of Statistical Planning and Inference. 211, p. 162-170Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 8 - Published
Approximate nonparametric quantile regression in reproducing kernel Hilbert spaces via random projection
Zhang, F., Li, R. & Lian, H., 8 Feb 2021, In: Information Sciences. 547, p. 244-254Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 8 - Published
Minimax rate in prediction for functional principal component regression
Yang, G., Lin, H. & Lian, H., 2021, In: Communications in Statistics - Theory and Methods. 50, 5, p. 1240–1249Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Published
Sparse reduced-rank regression for multivariate varying-coefficient models
Zhang, F., Li, R., Lian, H. & Bandyopadhyay, D., 2021, In: Journal of Statistical Computation and Simulation. 91, 4, p. 752–767 17 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 4 - 2020
- Published
A reproducing kernel Hilbert space approach to high dimensional partially varying coefficient model
Lv, S., Fan, Z., Lian, H., Suzuki, T. & Fukumizu, K., Dec 2020, In: Computational Statistics and Data Analysis. 152, 107039.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 4 - Published
Communication-efficient estimation of high-dimensional quantile regression
Wang, L. & Lian, H., Nov 2020, In: Analysis and Applications. 18, 6, p. 1057-1075Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 18 - Published
Nonlinear functional canonical correlation analysis via distance covariance
Zhu, H., Li, R., Zhang, R. & Lian, H., Nov 2020, In: Journal of Multivariate Analysis. 180, 15 p., 104662.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 3 - Published
Ultra-High Dimensional Single-Index Quantile Regression
Zhang, Y., Lian, H. & Yu, Y., Nov 2020, In: Journal of Machine Learning Research. 21, 224.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 12 - Published
High-dimensional Quantile Tensor Regression
Lu, W., Zhu, Z. & Lian, H., Oct 2020, In: Journal of Machine Learning Research. 21, 250.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 15 - Published
Partially functional linear regression in reproducing kernel Hilbert spaces
Cui, X., Lin, H. & Lian, H., Oct 2020, In: Computational Statistics and Data Analysis. 150, 106978.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 13 - Published
Debiasing and Distributed Estimation for High-Dimensional Quantile Regression
Zhao, W., Zhang, F. & Lian, H., Jul 2020, In: IEEE Transactions on Neural Networks and Learning Systems. 31, 7, p. 2569-2577 8821568.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 21 - Published
Randomized sketches for kernel CCA
Lian, H., Zhang, F. & Lu, W., Jul 2020, In: Neural Networks. 127, p. 29-37Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 4 - Published
Randomized sketches for sparse additive models
Zhang, F., Wang, X., Li, R. & Lian, H., 14 Apr 2020, In: Neurocomputing. 385, p. 80-87Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 2 - Published
Asymptotics of the Non-parametric Function for B-splines-based Estimation in Partially Linear Models
Lian, H., Apr 2020, In: International Statistical Review. 88, 1, p. 142-154Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 3 - Published
Principal single-index varying-coefficient models for dimension reduction in quantile regression
Zhao, W., Zhang, F., Li, R. & Lian, H., Mar 2020, In: Journal of Statistical Computation and Simulation. 90, 5, p. 800-818Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 2 - Published
Marginal quantile regression for varying coefficient models with longitudinal data
Zhao, W., Zhang, W. & Lian, H., Feb 2020, In: Annals of the Institute of Statistical Mathematics. 72, 1, p. 213–234Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 4 - Published
Directional regression for functional data
Wang, G., Zhang, F. & Lian, H., Jan 2020, In: Journal of Statistical Planning and Inference. 204, p. 1-17Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 3
