Prof. LIAN Heng (練恒)

Research Output

  1. 2015
  2. Variance function partially linear single-index models

    Lian, H., Liang, H. & Carroll, R. J., Jan 2015, In: Journal of the Royal Statistical Society. Series B: Statistical Methodology. 77, 1, p. 171-194

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 30
    Check@CityULib
  3. Variable selection for fixed effects varying coefficient models

    Li, G. R., Lian, H., Lai, P. & Peng, H., 2015, In: Acta Mathematica Sinica, English Series. 31, 1, p. 91-110

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 15
    Check@CityULib
  4. 2014
  5. Partially linear structure identification in generalized additive models with NP-dimensionality

    Lian, H., Du, P., Li, Y. & Liang, H., Dec 2014, In: Computational Statistics and Data Analysis. 80, p. 197-208

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 8
    Check@CityULib
  6. Variational inferences for partially linear additive models with variable selection

    Zhao, K. & Lian, H., Dec 2014, In: Computational Statistics and Data Analysis. 80, p. 223-239

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 5
    Check@CityULib
  7. Empirical likelihood inference for general transformation models with right censored data

    Li, J., Huang, Z. & Lian, H., 1 Nov 2014, In: Statistics and Computing. 24, 6, p. 985-995

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 1
    Check@CityULib
  8. Some asymptotic properties for functional canonical correlation analysis

    Lian, H., Oct 2014, In: Journal of Statistical Planning and Inference. 153, p. 1-10

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 9
    Check@CityULib
  9. Convergence and sparsity of Lasso and group Lasso in high-dimensional generalized linear models

    Wang, L., You, Y. & Lian, H., 3 Jul 2014, In: Statistical Papers. 56, 3, p. 819-828

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 19
    Check@CityULib
  10. SCAD-penalized regression in additive partially linear proportional hazards models with an ultra-high-dimensional linear part

    Lian, H., Li, J. & Tang, X., Mar 2014, In: Journal of Multivariate Analysis. 125, p. 50-64

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 4
    Check@CityULib
  11. Adaptive rates of contraction of posterior distributions in Bayesian wavelet regression

    Lian, H., Feb 2014, In: Journal of Statistical Planning and Inference. 145, p. 92-101

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 3
    Check@CityULib
  12. Series expansion for functional sufficient dimension reduction

    Lian, H. & Li, G., Feb 2014, In: Journal of Multivariate Analysis. 124, p. 150-165

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 38
    Check@CityULib
  13. Estimation and variable selection for generalised partially linear single-index models

    Lai, P., Tian, Y. & Lian, H., Jan 2014, In: Journal of Nonparametric Statistics. 26, 1, p. 171-185

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 7
    Check@CityULib
  14. Estimation by polynomial splines with variable selection in additive Cox models

    Zhang, S., Wang, L. & Lian, H., Jan 2014, In: Statistics. 48, 1, p. 67-80

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 6
    Check@CityULib
  15. Generalized additive partial linear models for clustered data with diverging number of covariates using gee

    Lian, H., Liang, H. & Wang, L., Jan 2014, In: Statistica Sinica. 24, 1, p. 173-196

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 33
    Check@CityULib
  16. Semiparametric bayesian information criterion for model selection in ultra-high dimensional additive models

    Lian, H., Jan 2014, In: Journal of Multivariate Analysis. 123, p. 304-310

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 7
    Check@CityULib
  17. Variable selection for general transformation models with ranking data

    Li, J., Gu, M., Zhang, R. & Lian, H., Jan 2014, In: Statistics. 48, 1, p. 81-100

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 2
    Check@CityULib
  18. 2013
  19. Generalized additive partial linear models with high-dimensional covariates

    Lian, H. & Liang, H., Dec 2013, In: Econometric Theory. 29, 6, p. 1136-1161

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 10
    Check@CityULib
  20. Polynomial spline estimation for generalized varying coefficient partially linear models with a diverging number of components

    Wang, L., Lai, P. & Lian, H., Nov 2013, In: Metrika. 76, 8, p. 1083-1103

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 3
    Check@CityULib
  21. Empirical likelihood for partially linear proportional hazards models with growing dimensions

    Tang, X., Li, J. & Lian, H., Oct 2013, In: Journal of Multivariate Analysis. 121, p. 22-32

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 9
    Check@CityULib
  22. Variable selection for high-dimensional varying coefficient partially linear models via nonconcave penalty

    Hong, Z., Hu, Y. & Lian, H., Oct 2013, In: Metrika. 76, 7, p. 887-908

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 6
    Check@CityULib
  23. A simple and efficient algorithm for fused lasso signal approximator with convex loss function

    Wang, L., You, Y. & Lian, H., Aug 2013, In: Computational Statistics. 28, 4, p. 1699-1714

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 9
    Check@CityULib