Hua Liu

Hua Liu

Associate Professor

Publications

(#Co-first author, *Corresponding author, + Alphabetical order)

Journal

  1. Shouxia Wang, Hua Liu#, Tao Huang, Jinhong You. (2026) “Functional Semiparametric Modeling for Nonstationary and Periodic Time Series Data”, Journal of Econometrics, 253, 106149.

  2. Jiaqi Men, Hua Liu#, Jinhong You, Xin Chen, jiguo Cao. (2026) “Generalized functional additive nonlinear models with multimodal interaction effects”, Statistics and Computing, 36(163):1-16.

  3. Hua Liu, Boyi Hu, Jinhong You, Jiguo Cao. (2026) “Convolution-Smoothing Based Locally Sparse Estimation for Functional Quantile Regression”, Journal of Agricultural, Biological, and Environmental Statistics, Avaliable Online.

  4. Jiaqi Men, Jinhong You, Hua Liu*. (2025) ‘‘Temporal Heterogeneity Learning for Functional Panel Quantile Regressions’’, SCIENTIA SINICA Mathematica (in Chinese), Accepted.

  5. Cong Li, Yitao Wang(stu), Jiguo Cao, Jinhong You, Hua Liu*. (2025) ‘‘The Dynamic Interplay of Clan Culture and Socioeconomic Factors on Fertility: Evidence from China’’, Annals of Applied Statistics, 19(4): 3464-3491.

  6. Xin Chen, +Hua Liu, Jiaqi Men, Jinhong You. (2025) “High-Dimensional Partially Linear Functional Cox Models”, Biometrics, 81(1): ujae164.

  7. Hua Liu*, Zijian Wang, Jiaqi Men, Jinhong You. (2024) “Functional Panel Quantile Regression Models with Group Structured Fixed Effect Functions”, Acta Mathematica Sinica, Chinese Series, 67(4): 675-703.

  8. Boyi Hu, Xixi Hu, Hua Liu, Jinhong You, Jiguo Cao. (2024) “Simultaneous Functional Quantile Regression”, Statistica Sinica, 34(2), 867-888.

  9. Haitao Chen, Bin Zhang, Hua Liu, Jiguo Cao. (2024) “The inequality in household electricity consumption due to temperature change: Data driven analysis with a function-on-function linear model”, Energy, 288(1), 129742.

  10. Hua Liu, Jinhong You, Jiguo Cao. (2023) “Functional L-Optimality Subsampling for Functional Generalized Linear Models with Massive Data”, Journal of Machine Learning Research, 24(219), 1-41.

  11. Hua Liu, Jinhong You, Jiguo Cao. (2023) “A Dynamic Interaction Semiparametric Function-on-Scalar Model”, Journal of the American Statistical Association, 118(541), 360-373.

  12. Xin Guan, Hua Liu, Jinhong You, Yong Zhou. (2023) “Estimation and Inference for Dynamic Single-Index Varying-Coefficient Models”, Statistica Sinica, 33(1), 85-105.

  13. Hua Liu, Youquan Pei, Qunfang Xu. (2020) “Estimation for Varying Coefficient Panel Data Model with Cross-Sectional Dependence”, Metrika, 83(3), 377-410.

Conference

  1. Jiaqi Men, Hua Liu#, Yiming Tang, Jinhong You, Jianghu James Dong, Jiguo Cao. (2026) “FunCQNet: A Functional Censored Quantile Neural Network for Predicting Long-Term Post-Transplant Kidney Survival”, International Conference on Machine Learning (ICML), Accepted.