52
laipeng
Professor
研究领域： 半参数模型统计推断 复杂数据统计分析 高维数据降维 科研成果： 主持和主要参与项目： 1、主持江苏省高校自然科学基金项目：缺失数据下的半参数模型变量选择方法研究（12KJB110016），2012.9-2014.12。 2、主持国家自然科学基金项目：半参数模型的估计有效性问题的研究（11226222），2013.1-2013.12。 3、参与江苏省自然科学基金项目：对称分布族下含测量误差的复杂数据建模和稳健诊断研究（BK2012459），2012.9-2015.12。 4、主持国家自然科学基金项目：基于变系数半参数模型的高维数据统计分析（11301279），2014.1-2016.12。 5、参与江苏省自然科学青年基金项目：超高维数据下带右删失的变系数模型统计推断（BK20140983），2014.9-2017.9。 6、主持江苏省自然科学基金面上项目：超高维不完全数据下的统计降维研究（BK20161530），2016.7-2019.6。 7、主持国家自然科学基金面上项目： 超高维复杂数据统计降维研究（11771215），2018.1-2021.12。 主要论文成果： Xia Wenjun, Su Liwen and Lai Peng. Detection and prediction of active ingredients in fingerprints of traditional Chinese medicine from a high-dimensional perspective. JOURNAL OF... More+
Paper Publications
-
[1] Estimation of the area under ROC curve with censored data.Journal of Statistical Planning and Inference.2009,139 (3):1033-1044
-
[2] Robust model-free feature screening for ultrahigh dimensional surrogate data.Journal of Statistical Computation and Simulation.2019,90 (3):550-569
-
[3] Evolution of soil surface charge in a chronosequence of paddy soil derived from Alfisol.SOIL & TILLAGE RESEARCH.2019,192 (-):144-150
-
[4] Stable feature screening for ultrahigh dimensional data.JOURNAL OF THE KOREAN STATISTICAL SOCIETY.2019,48 (2): 221-232
-
[5] Model free feature screening with dependent variable in ultrahigh dimensional binary classificatio….Statistics & Probability Letters.2017,125 (-): 141-148
-
[6] Estimation and variable selection for proportional response data with partially linear single-inde….COMPUTATIONAL STATISTICS & DATA ANALYSIS.2016,96 (1):40-56
-
[7] Model free feature screening for ultrahigh dimensional data with responses missing at random.COMPUTATIONAL STATISTICS & DATA ANALYSIS.2017,105 (1):201-216
-
[8] Variable selection and estimation for partially linear single-index models with longitudinal data.Statistics and Computing.2015,25 (3):579-593
-
[9] Efficient estimation for the heteroscedastic single-index varying coefficient models.STATISTICS & PROBABILITY LETTERS.2016,110 (1):84-93
-
[10] Polynomial spline approach for variable selection and estimation in varying coefficient models for….Statistics & Probability Letters.2015,96 (-):21-27
-
[11] Semiparametric efficient estimation for partially linear single-index models with responses missin….Journal of Multivariate Analysis.2014,128 (1):33-50
-
[12] Variable Selection for Fixed Effects Varying Coefficient Models.Acta Mathematica Sinica-English Series.2015,31 (1): 91-110
-
[13] Estimation and variable selection for generalised partially linear single-index models.Journal of Nonparametric Statistics.2014,26 (1):171-185
-
[14] Polynomial spline estimation for generalized varying coefficient partially linear models with a di….METRIKA.2013,76 (8)
-
[15] Variable selection and semiparametric efficient estimation for the heteroscedastic partially linea….Computational Statistics and Data Analysis.2014,70 (1):241-256
-
[16] Partially linear structure selection in Cox models with varying coefficients.Biometrics.2013,69 (2):348-357
-
[17] Empirical likelihood calibration estimation for the median treatment difference in observational s….Computational Statistics & Data Analysis.2011,55 (4):1596-1609
-
[18] Bias-corrected GEE estimation and smooth-threshold GEE variable selection for single-index models….Journal of Multivariate Analysis.2012,105 (1)
-
[19] Quadratic inference functions for partially linear single-index models with longitudinal data.Journal of Multivariate Analysis.2013,118 (-):115-127
-
[20] Semiparametric estimation of fixed effects panel data single-index model.Statistics & Probability Letters.2013,83 (6):1595-1602