Prof. LIAN Heng (練恒)

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Research Output

  1. 2023
  2. Published

    Communication-efficient estimation of quantile matrix regression for massive datasets

    Yang, Y., Wang, L., Liu, J., Li, R. & Lian, H., Nov 2023, In: Computational Statistics and Data Analysis. 187, 107812.

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

    Scopus citations: 2
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  3. Published

    Functional additive expectile regression in the reproducing kernel Hilbert space

    Liu, Y., Peng, L., Liu, Q., Lian, H. & Liu, X., Nov 2023, In: Journal of Multivariate Analysis. 198, 105214.

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

    Scopus citations: 1
    Check@CityULib
  4. Published

    On Optimal Learning With Random Features

    Liu, J. & Lian, H., Nov 2023, In: IEEE Transactions on Neural Networks and Learning Systems. 34, 11, p. 9536-9541

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

    Scopus citations: 3
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  5. Published

    Decentralized learning over a network with Nyström approximation using SGD

    Lian, H. & Liu, J., Sept 2023, In: Applied and Computational Harmonic Analysis. 66, p. 373-387

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

    Scopus citations: 1
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  6. Published

    Hierarchical Spatially Varying Coefficient Process Regression for Modeling Net Anthropogenic Nitrogen Inputs (NANI) from the Watershed of the Yangtze River, China

    Liu, H., Huang, C., Lian, H. & Cui, X., Aug 2023, In: Sustainability. 15, 16, 12567.

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

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  7. Published

    Properties of Standard and Sketched Kernel Fisher Discriminant

    Liu, J., Xu, W., Zhang, F. & Lian, H., Aug 2023, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 45, 8, p. 10596-10602 8 p.

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

    Scopus citations: 1
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  8. Online published

    Estimation and inference in functional varying-coefficient single-index quantile regression models

    Zhu, H., Zhang, T., Zhang, Y. & Lian, H., 16 Jul 2023, (Online published) In: Journal of Nonparametric Statistics.

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

    Scopus citations: 1
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  9. Published

    Semiparametric penalized quadratic inference functions for longitudinal data in ultra-high dimensions

    Green, B., Lian, H., Yu, Y. & Zu, T., Jul 2023, In: Journal of Multivariate Analysis. 196, 105175.

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

    Scopus citations: 1
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  10. Published

    Semiparametric function-on-function quantile regression model with dynamic single-index interactions

    Zhu, H., Zhang, Y., Li, Y. & Lian, H., Jun 2023, In: Computational Statistics and Data Analysis. 182, 107727.

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

    Scopus citations: 3
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  11. Published

    Image recognition and classification with HOG based on nonlinear support tensor machine

    Zhu, C., Zhao, W. & Lian, H., May 2023, In: Multimedia Tools and Applications. 82, 13, p. 20119–20138

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

    Scopus citations: 1
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  12. Published

    SPARSE AND LOW-RANK MATRIX QUANTILE ESTIMATION WITH APPLICATION TO QUADRATIC REGRESSION

    Lu, W., Zhu, Z. & Lian, H., Apr 2023, In: Statistica Sinica. 33, 2, p. 945-959

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

    Scopus citations: 6
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  13. Online published

    A Class of Structured High-Dimensional Dynamic Covariance Matrices

    Yang, J., Lian, H. & Zhang, W., 14 Mar 2023, (Online published) In: Communications in Mathematics and Statistics.

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

    Scopus citations: 1
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  14. Published

    Ultra-High Dimensional Quantile Regression for Longitudinal Data: An Application to Blood Pressure Analysis

    Zu, T., Lian, H., Green, B. & Yu, Y., Mar 2023, In: Journal of the American Statistical Association. 118, 541, p. 97–108

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

    Scopus citations: 5
    Check@CityULib
  15. Online published

    Distributed estimation of functional linear regression with functional responses

    Liu, J., Li, R. & Lian, H., 22 Feb 2023, (Online published) In: Metrika. 87, 1, p. 21-30

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

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  16. Published

    Corporate Probability of Default: A Single-Index Hazard Model Approach

    Li, S., Tian, S., Yu, Y., Zhu, X. & Lian, H., 2023, In: Journal of Business and Economic Statistics. 41, 4, p. 1288–1299

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

    Scopus citations: 1
    Check@CityULib
  17. Published

    Estimation in quantile regression models for correlated data with diverging number of covariates and large cluster sizes

    Zhao, W., Zhang, X., Yuen, K. C., Li, R. & Lian, H., 2023, In: Communications in Statistics - Theory and Methods. 52, 4, p. 1012–1038

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

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  18. Published

    On Linear Convergence of ADMM for Decentralized Quantile Regression

    Wang, Y. & Lian, H., 2023, In: IEEE Transactions on Signal Processing. 71, p. 3945-3955

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

    Scopus citations: 3
    Check@CityULib
  19. Published

    Sketched approximation of regularized canonical correlation analysis

    Liu, J., Xu, W., Lin, H. & Lian, H., 2023, In: Communications in Statistics - Theory and Methods. 52, 19, p. 6960-6971

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

    Check@CityULib
  20. 2022
  21. Published

    Partially linear functional quantile regression in a reproducing kernel Hilbert space

    Zhou, Y., Zhang, W., Lin, H. & Lian, H., Dec 2022, In: Journal of Nonparametric Statistics. 34, 4, p. 789–803 15 p.

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

    Scopus citations: 3
    Check@CityULib
  22. Published

    Communication-efficient estimation and inference for high-dimensional quantile regression based on smoothed decorrelated score

    Di, F., Wang, L. & Lian, H., 10 Nov 2022, In: Statistics in Medicine. 41, 25, p. 5084-5101

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

    Scopus citations: 5
    Check@CityULib
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