[1]Zhihuang Yang, Siming Zheng*and Niansheng Tang (2025+). Supervised Predictive Modeling of High-dimensional Data with Group l0-norm Constrained Neural Networks. Journal of Computational and Graphical Statistics, in press.

[2]Dongxiao Han#, Siming Zheng#, Guohao Shen, Xinyuan Song, Jian Huang and Liuquan Sun* (2025). Deep Mutual Density Ratio Estimation with Bregman Divergence and Its Applications. Journal of the American Statistical Association, 120(551), 1990-2001.

[3]Zhihuang Yang,Siming Zhengand Niansheng Tang* (2025). Efficient Estimation of Single-index Models with Deep ReQU Neural Networks. Acta Mathematica Sinica, English Series, 41, 640–676.

[4]Siming Zheng, Alan T.K. Wan* and Yong Zhou (2024). Semiparametric Recovery of Central Dimension Reduction Space with Nonignorable Nonresponse. Statistica Neerlandica, 78(2), 374–396.

[5]Siming Zheng, Alan T.K. Wan and Yong Zhou* (2023). Missing Data Analysis with Sufficient Dimension Reduction. The Canadian Journal of Statistics, 51(2), 630-651.

[6]Siming Zheng, Juan Zhang and Yong Zhou* (2023). Likelihood Identifiability and Parameter Estimation with Nonignorable Covariate Missing Data. The Canadian Journal of Statistics, 51(4), 1190-1209.

[7]Siming Zheng, Jing Qin and Yong Zhou* (2021). Effect Assessment of Age and Gender on the Incubation Period of COVID-19 with Mixture Regression Model. Journal of Data Science, 19(2), 253-268.

主要研究领域为机器学习与深度学习及其数学基础，包括但不限于生成学习理论及其在统计问题中的应用，基于深度学习的统计学习与风险管理方法，Transformer的统计理论与应用。

国家自然科学基金重点项目“经济管理中复杂数据和复杂行为的分析方法及其应用”（71931004），2019-2024（参与）

[1]Zhihuang Yang, Siming Zheng*and Niansheng Tang (2025+). Supervised Predictive Modeling of High-dimensional Data with Group l0-norm Constrained Neural Networks. Journal of Computational and Graphical Statistics, in press.

[2]Dongxiao Han#, Siming Zheng#, Guohao Shen, Xinyuan Song, Jian Huang and Liuquan Sun* (2025). Deep Mutual Density Ratio Estimation with Bregman Divergence and Its Applications. Journal of the American Statistical Association, 120(551), 1990-2001.

[3]Zhihuang Yang,Siming Zhengand Niansheng Tang* (2025). Efficient Estimation of Single-index Models with Deep ReQU Neural Networks. Acta Mathematica Sinica, English Series, 41, 640–676.

[4]Siming Zheng, Alan T.K. Wan* and Yong Zhou (2024). Semiparametric Recovery of Central Dimension Reduction Space with Nonignorable Nonresponse. Statistica Neerlandica, 78(2), 374–396.

[5]Siming Zheng, Alan T.K. Wan and Yong Zhou* (2023). Missing Data Analysis with Sufficient Dimension Reduction. The Canadian Journal of Statistics, 51(2), 630-651.

[6]Siming Zheng, Juan Zhang and Yong Zhou* (2023). Likelihood Identifiability and Parameter Estimation with Nonignorable Covariate Missing Data. The Canadian Journal of Statistics, 51(4), 1190-1209.

[7]Siming Zheng, Jing Qin and Yong Zhou* (2021). Effect Assessment of Age and Gender on the Incubation Period of COVID-19 with Mixture Regression Model. Journal of Data Science, 19(2), 253-268.