Prof. LIAN Heng (練恒)

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Research Output

  1. 2024
  2. Published

    Adaptive Huber trace regression with low-rank matrix parameter via nonconvex regularization

    Tan, X., Peng, L., Lian, H. & Liu, X., Dec 2024, In: Journal of Complexity. 85, 101871.

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

    Check@CityULib
  3. Online published

    Sample Efficient Nonparametric Regression via Low-Rank Regularization

    Jiang, J., Peng, J. & Lian, H., 22 Nov 2024, (Online published) In: Journal of Computational and Graphical Statistics.

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

    Check@CityULib
  4. Online published

    Optimal Decorrelated Score Subsampling for High-Dimensional Generalized Linear Models Under Measurement Constraints

    Shao, Y., Wang, L. & Lian, H., 5 Nov 2024, (Online published) In: Journal of Computational and Graphical Statistics.

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

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  5. Online published

    Kernel-Based Decentralized Policy Evaluation for Reinforcement Learning

    Liu, J. & Lian, H., 17 Sept 2024, (Online published) In: IEEE Transactions on Neural Networks and Learning Systems.

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

    Scopus citations: 1
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  6. Published

    Distributed statistical estimation in quantile regression over a network

    Wang, Y., Lu, W. & Lian, H., Sept 2024, In: Signal Processing. 222, 109512.

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

    Scopus citations: 1
    Check@CityULib
  7. Published

    Locally adaptive sparse additive quantile regression model with TV penalty

    Wang, Y., Lin, H., Fan, Z. & Lian, H., Sept 2024, In: Journal of Statistical Planning and Inference. 232, 106144.

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

    Check@CityULib
  8. Published

    Sparse multiple kernel learning: Minimax rates with random projection

    Lu, W., Zhu, Z., Li, R. & Lian, H., Jul 2024, In: Journal of Statistical Planning and Inference. 231, 106142.

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

    Check@CityULib
  9. Published

    Linear convergence of decentralized estimation for statistical estimation using gradient method

    Xu, W., Wang, K. & Lian, H., 1 Jun 2024, In: Neurocomputing. 584, 127584.

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

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  10. Published

    Single-Index Mixed-Effects Model for Asymmetric Bivariate Clustered Data

    Zhou, W., Bandyopadhyay, D. & Lian, H., Jun 2024, In: Journal of the Indian Society for Probability and Statistics. 25, 1, p. 17-45

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

    Check@CityULib
  11. Online published

    Double debiased transfer learning for adaptive Huber regression

    Wang, Z., Wang, L. & Lian, H., 21 May 2024, (Online published) In: Scandinavian Journal of Statistics.

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

    Scopus citations: 1
    Check@CityULib
  12. Online published

    Correction: Single-Index Mixed-Effects Model for Asymmetric Bivariate Clustered Data

    Zhao, W., Bandyopadhyay, D. & Lian, H., 15 May 2024, (Online published) In: Journal of the Indian Society for Probability and Statistics. 1 p.

    Research output: Journal Publications and Reviews › Erratum › peer-review

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  13. Published

    Distributed Estimation of Support Vector Machines for Matrix Data

    Xu, W., Liu, J. & Lian, H., May 2024, In: IEEE Transactions on Neural Networks and Learning Systems. 35, 5, p. 6643-6653

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

    Scopus citations: 4
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  14. Published

    Robust low tubal rank tensor recovery via L2E criterion

    Song, Z., Xu, X., Lian, H. & Zhao, W., May 2024, In: Pattern Recognition. 149, 14 p., 110241.

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

    Check@CityULib
  15. Published

    Image classification based on tensor network DenseNet model

    Zhu, C., Wang, L., Zhao, W. & Lian, H., Apr 2024, In: Applied Intelligence. 54, 8, p. 6624-6636

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

    Scopus citations: 1
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  16. Published

    Post-averaging inference for optimal model averaging estimator in generalized linear models

    Yu, D., Lian, H., Sun, Y., Zhang, X. & Hong, Y., Apr 2024, In: Econometric Reviews. 43, 2-4, p. 98-122

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

    Scopus citations: 1
    Check@CityULib
  17. Published

    Sparse additive support vector machines in bounded variation space

    Wang, Y. & Lian, H., Mar 2024, In: Information and Inference. 13, 1, 29 p., iaae003.

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

    Check@CityULib
  18. Published

    Statistical performance of quantile tensor regression with convex regularization

    Lu, W., Zhu, Z., Li, R. & Lian, H., Mar 2024, In: Journal of Multivariate Analysis. 200, 105249.

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

    Scopus citations: 1
    Check@CityULib
  19. Published

    Optimal decorrelated score subsampling for generalized linear models with massive data

    Gao, J., Wang, L. & Lian, H., Feb 2024, In: Science China Mathematics. 67, 2, p. 405-430

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

    Scopus citations: 4
    Check@CityULib
  20. Published

    Estimation and variable selection of quantile partially linear additive models for correlated data

    Zhao, W., Li, R. & Lian, H., 2024, In: Journal of Statistical Computation and Simulation. 94, 2, p. 315-345

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

    Scopus citations: 1
    Check@CityULib
  21. Published

    More Efficient Estimation of Multivariate Additive Models Based on Tensor Decomposition and Penalization

    Liu, X., Lian, H. & Huang, J., 2024, In: Journal of Machine Learning Research. 25, 27 p., 161.

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

    Check@CityULib
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