Prof. LIAN Heng (練恒)

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Research Output

  1. 2020
  2. Published

    FUNCTIONAL SLICED INVERSE REGRESSION IN A REPRODUCING KERNEL HILBERT SPACE: A THEORETICAL CONNECTION TO FUNCTIONAL LINEAR REGRESSION

    Wang, G. & Lian, H., Jan 2020, In: Statistica Sinica. 30, 1, p. 17-33

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

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  3. Published

    Faster convergence rate for functional linear regression in reproducing kernel Hilbert spaces

    Zhang, F., Zhang, W., Li, R. & Lian, H., 2020, In: Statistics. 54, 1, p. 167-181

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 5
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  4. 2019
  5. Published

    Identification and estimation in quantile varying-coefficient models with unknown link function

    Yue, L., Li, G. & Lian, H., Dec 2019, In: Test. 28, 4, p. 1251–1275

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 6
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  6. Online published

    Homogeneity Pursuit in Single Index Models based Panel Data Analysis

    Lian, H., Qiao, X. & Zhang, W., 15 Oct 2019, (Online published) In: Journal of Business and Economic Statistics.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 21
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  7. 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. 139-142

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

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  8. 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

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  9. 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. 2922-2949

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 19
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  10. 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. 271-284

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 5
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  11. 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. 761-768

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 1
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  12. Published

    Rank reduction for high-dimensional generalized additive models

    Lin, H., Lian, H. & Liang, H., Sept 2019, In: Journal of Multivariate Analysis. 173, p. 672-684

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

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  13. Published

    MULTIPLE QUANTILE MODELING VIA REDUCED-RANK REGRESSION

    Lian, H., Zhao, W. & Ma, Y., Jul 2019, In: Statistica Sinica. 29, 3, p. 1439-1464

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 5
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  14. 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. 17-35

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 14
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  15. 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. 296-314

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 28
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  16. 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. 205-226

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 11
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  17. 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. 42-60

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 3
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  18. 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. 205-217

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

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  19. 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. 391-431

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 8
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  20. 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. 1234-1250

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 2
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  21. 2018
  22. 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. 269-280

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 8
    Check@CityULib
  23. 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. 32-49

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 3
    Check@CityULib
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