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. Shouxia Wang, Jiguo Cao, Hua Liu, Jinhong You, Jicai Liu. (2026) “Two Sample Testing for High-Dimensional Functional Data: A Multi-Resolution Projection Method”, Statistica Sinica, Avaliable Online.

  3. 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.

  4. 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.

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

  6. 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.

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

  8. 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.

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

  10. 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.

  11. 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.

  12. 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.

  13. 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.

  14. 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.