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副教授

所属大学: 南京信息工程大学

所属学院: 数学与统计学院

邮箱:
laipengnuist@163.com

个人主页:
http://web2.nuist.edu.cn:8080/jszy/Professor.aspx?id=953

个人简介

受教育经历 1998年9月-2002年7月,山西师范大学,数学与计算机学院,本科; 2002年9月-2005年3月,东南大学,理学院数学系,硕士; 2007年9月-2010年6月,中国科学院数学与系统科学研究院,应用数学所,博士。

研究工作经历: 2005年5月至今,南京信息工程大学,数学与统计学院,教师; 2010年7月至2011年2月,新加坡南洋理工大学,数学与物理学院,Research Fellow。 2012年3月至2012年9月,新加坡南洋理工大学,数学与物理学院,Research Fellow。 2013年7月至2013年8月,新加坡南洋理工大学,数学与物理学院,访问学者。

研究领域

半参数模型统计推断 复杂数据分析 高维数据变量选择 超高维数据降维

近期论文

Lai Peng, Song Fengli and Gao Yufei. Stable feature screening for ultrahigh dimensional data. Journal of the Korean Statistical Society. 2019. 48, 221-232. (SCI)

Song Fengli, Lai Peng, Shen Baohua and Cheng Guosheng. Variance ratio screening for ultrahigh dimensional discriminant analysis. Communications in Statistics - Theory and Methods. 2018. 47, 6034-6051. (SCI) Li Xingxiang, Cheng Guosheng, Wang Liming, Lai Peng and Song Fengli. Ultrahigh dimensional feature screening via projection. Computational Statistics and Data Analysis. 2017. 114, 88-104. (SCI)

Lai Peng, Song Fengli, Chen Kaiwen, and Liu Zhi. Model free feature screening with dependent variable in ultrahigh dimensional binary classification. Statistics and Probability Letters. 2017, 125, 141-148. (SCI)

Cheng Guosheng, Li Xingxiang, Lai Peng, Song Fengli and Yu Jun. Robust rank screening for ultrahigh dimensional discriminant analysis. Statistics & Computing. 2017, 27, 535-545. (SCI) Lai Peng, Liu Yiming, Liu Zhi and Wan Yi. Model free feature screening for ultrahigh dimensional data with responses missing at random. Computational Statistics and Data Analysis. 2017. 105, 201-216. (SCI) Lai Peng, Zhang Qingzhao, Lian Heng and Wang Qihua. Efficient estimation for the heteroscedastic single-index varying coefficient models. Statistics and Probability Letters. 2016. 110, 84-93. (SCI)

Zhao Weihua, Lian Heng, Zhang Riquan and Lai Peng. Estimation and variable selection for proportional response data with partially linear single-index models. Computational Statistics and Data Analysis. 2016. 96, 40-56. (SCI) Li Gaorong, Lai Peng and Lian Heng. Variable selection and estimation for partially linear single-index models with longitudinal data. Statistics and Computing. 2015. 25(3), 579-593. (SCI) Li Gaorong, Lian Heng, Lai Peng and Peng Heng. Variable Selection for Fixed Effects Varying Coefficient Models. Acta Mathematica Sinica, English Series. 2015. 31(1), 91-110. (SCI)

Lai Peng, Meng Jie and Lian Heng. Polynomial spline approach for variable selection and estimation in varying coefficient models for time series data. Statistics and Probability Letters. 2015. 96(1), 21-27. (SCI) Lai Peng and Wang Qihua. Semiparametric efficient estimation for partially linear single-index models with responses missing at random. Journal of Multivariate Analysis. 2014, 128 (1), 33-50. (SCI)

Lai Peng, Wang Qihua and Zhou Xiaohua. Variable selection and semiparametric efficient estimation for the heteroscedastic partially linear single-index model. Computational Statistics and Data Analysis. 2014, 70, 241-256. (SCI)

Lai Peng, Tian Ye and Lian Heng. Estimation and variable selection for generalized partially linear single-index models. Journal of Nonparametric Statistics. 2014, 26(1), 171-185. (SCI)

Lai Peng, Li Gaorong and Lian Heng. Quadratic inference functions for partially linear single-index models with longitudinal data. Journal of Multivariate Analysis. 2013, 118(1), 115-127. (SCI)

Lai Peng, Li Gaorong and Lian Heng. Semiparametric Estimation of Fixed Effects Panel Data Single-index Model. Statistics and Probability Letters. 2013. 83(6), 1595-1602. (SCI)

Wang Lichun, Lai Peng, Lian Heng. Polynomial spline estimation for generalized varying coefficient partially linear models with a diverging number of components. Metrika. 2013, 1083-1103. (SCI)

Lian Heng, Lai Peng and Liang Hua. Partially linear structure selection in Cox models with varying coefficients. Biometrics. 2013. 69(2), 348-357. (SCI)

Lai Peng. Variable selection for partially linear single-index model with responses missing at random. Journal of Computational Information Systems. 2013. 9(3), 1229-1236. (EI)

Lai Peng, Wang Qihua and Lian Heng. Bias-corrected GEE estimation and smooth-threshold GEE variable selection for single-index models with clustered data. Journal of Multivariate Analysis. 2012, 105 (1), 422-432. (SCI)

Lai Peng and Guo Shuai. Variable selection for partially liear single-index model. Journal of Computational Information Systems. 2012, 8 (14), 5917-5924. (EI)

Wang Qihua and Lai Peng. Empirical likelihood calibration estimation for the median treatment difference in observational studies. Computational Statistics and Data Analysis. 2011, 55 (4), 1596-1609. (SCI)

Lai Peng and Wang Qihua. Partially linear single-index model with missing responses at random, Journal of Statistical Planning and Inference. 2011, 141 (2), 1047-1058. (SCI)

Wang Qihua, Yao, Lili and Lai Peng. Estimation of the area under ROC curve with censored data. Journal of Statistical Planning and Inference. 2009, 139 (3), 1033-1044. (SCI)