大数据统计与高维统计，时间序列与金融计量，医学与生物统计

主持(主研)科研项目

• 2016年度国家自然科学基金青年项目(主持), 201701-201912  

• 2017年度教育部人文社会科学西部基金青年项目(主研), 201801-202012

• 2017年度国家自然科学基金面上项目(主研), 201801-202112 

• 2019年度四川省留学回国人员科技活动择优资助项目(主持)，201910-202010 

• 2020年中央高校基本科研业务费-理科专题研究项目(主持)，202101-202212

• 2020年度国家自然科学基金重点项目(主研)，202101-202512

• 2022年四川省科技厅青年项目(主持)，202201-202312

• 2023年四川省高校共建与发展专项资金前沿科技培育项目(主持), 202301-202412

• 2024年中央高校基本科研业务费-交叉学科研究项目(主持)，202401-202612

• 2024年中央引导地方科技发展项目(主持)， 202409-202509

部分发表论文

• Lei Huang, Yingcun Xia* and Xu Qin (2016) . Estimation of semivarying coefficient time series models with ARMA errors. Annals of Statistics, 44(4): 1618-1660. 

• Chenchong Shuang, Jiaying Tang*, Jianbo Xiao and Lei Huang (2017). Uncertainty distribution of some composite uncertain variables. International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, 25(4): 545-555.

• Haitao Tian, Lei Huang*, Ching-Yu Cheng and Liang Zhang (2018). Regression models with ordered multiple categorical predictors. Journal of Statistical Computation and Simulation, 88(16): 3164-3178.

• Jiayin Tang, Chongshuang Chen* and Lei Huang (2019). Reliability assessment models for dependent competing failure processes considering correlations between random shocks and degradations. Quality and Reliability Engineering International, 35: 179–191.
  

• Lei Huang, Hui Jiang* and Huixia Wang (2019).  A novel partial-linear single-index model for time series data. Computational Statistics and Data Analysis, 134: 110-122.

• Lei Huang* and Jialiang Li(2019). Weighted volume under the three-way receiver operating characteristic surface. Statistical Methods in Medical Research, 28(12): 3627-3648.

• Hongfan Zhang, Lei Huang* and Lianlian Liu (2020).  On nootstrap consistency on MAVE for single index models. Computational Statistics and Data Analysis, 141: 28-39.

• Lei Huang, Weiqiang Hang* and Yue Chao (2020). High-dimensional regression with ordered multiple categorical predictors. Statistics in Medicine, 39: 294-309.

• Chenggang Li, Qin Liu* and Lei Huang (2021). Credit risk management of scientifc and technological enterprises based on text mining. Enterprise Information Systems,  15(6): 851–867.

• Chenggang Li, Xintong Zuo* and Lei Huang (2021). The influence of external factors on the development of China's banking industry: a system dynamics modelling approach. Wireless Networks, 27: 4353-4362.

• 晁越，谭雨昕，黄磊*等（2021）. 关于含顺序类别解释变量的Logistic回归模型研究.  统计与信息论坛，36(3): 20-31.
  

• Yue Chao, XueJun Ma, Yaguang Li and Lei Huang* (2022). A penalized estimation for the Cox model with ordinal multinomial covariates. Journal of Statistical Computation and Simulation, 92(6): 1194-1223.

• Hui Jiang, Lei Huang and Yingcun Xia* (2022). Nonparametric regression with right‐censored covariate via conditional density function. Statistics in Medicine, 41(11): 2025-2051.

• Gaorong Li, Lei Huang, Jin Yang, Wenyang Zhang* (2022). A synthetic regression model for large portfolio allocation. Journal of Business & Economic Statistics, 40(4): 1665-1677.

• 杨赫祎，冯玉，李天俊，卢施岐，黄磊（2023）. 基于特征筛选与机器学习的医疗保险报销比例预测研究. 中国循证医学杂志，23(4): 373-378. 

• Yue Chao, Lei Huang, Xuejun Ma* and Jiajun Sun(2024). Optimal subsampling for modal regression in massive data. Metrika, 87: 379-409.

• Zhifei Zhang, Mu Yue, Lei Huang* et al. (2023). Large portfolio allocation based on high-dimensional regression and Kendall’s Tau. Communications in Statistics-Simulation and Computation, online, https://doi.org/10.1080/03610918.2023.2245176

• Yunlin Wu, Lei Huang*, Hui Jiang (2023). Optimization of large portfolio allocation for new-energy stocks: Evidence from China. Energy, 285, 129456.

• Lei Huang,Li Zhang and  Yichuan Zhao*(2024). Jackknife empirical likelihood for the lower-mean ratio. Journal of Nonparametric Statistics, 36(2), 287-312.

  
  

 备注：*通讯作者

出版教材

王沁，黄磊. 《时间序列分析》，科学出版社，2023 

发明专利

发明专利：黄磊(1)，韩科. 大气污染数据高维回归建模的秩序类别变量冗余去除方法，专利号：ZL202410028682.0，专利授权日：2024年1月19日