Prof. LIAN Heng (練恒)

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Research Output

  1. 2021
  2. 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. 244-254

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

    Scopus citations: 8
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  3. 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. 1240–1249

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

    Check@CityULib
  4. 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
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  5. 2020
  6. 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
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  7. Published

    Communication-efficient estimation of high-dimensional quantile regression

    Wang, L. & Lian, H., Nov 2020, In: Analysis and Applications. 18, 6, p. 1057-1075

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

    Scopus citations: 17
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  8. 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
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  9. 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
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  10. 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
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  11. 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: 12
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  12. 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
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  13. Published

    Randomized sketches for kernel CCA

    Lian, H., Zhang, F. & Lu, W., Jul 2020, In: Neural Networks. 127, p. 29-37

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

    Scopus citations: 4
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  14. Published

    Randomized sketches for sparse additive models

    Zhang, F., Wang, X., Li, R. & Lian, H., 14 Apr 2020, In: Neurocomputing. 385, p. 80-87

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

    Scopus citations: 2
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  15. 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. 142-154

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

    Scopus citations: 3
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  16. 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. 800-818

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

    Scopus citations: 2
    Check@CityULib
  17. 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. 213–234

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

    Scopus citations: 4
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  18. Published

    Directional regression for functional data

    Wang, G., Zhang, F. & Lian, H., Jan 2020, In: Journal of Statistical Planning and Inference. 204, p. 1-17

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

    Scopus citations: 3
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  19. 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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  20. 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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  21. 2019
  22. 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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  23. 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: 20
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