盖玉洁
拉斯维加斯5357cc数理统计系主任,教授,博士生导师
研究方向:海量数据的统计推断和统计建模
高维变量选择问题
对称性检验
测量误差模型
邮箱:yujie_gai@126.com
教育经历
2002.9-2006.6 山东大学 统计学专业 学士学位
2006.9-2011.6 山东大学 概率论与数理统计专业 (硕博连读) 博士学位
2010.3-2010.5 香港浸会大学 交流学习
2017.12-2018.12 美国德克萨斯州大学 访问学者
近期学术成果
Yujie Gai, Zhang J.*, and Zhou Y. (2024) Parametric hypothesis tests for exponentiality under multiplicative distortion measurement errors data. Communications in Statistics-Simulation and Computation, 53(3), 1594-1617.
Yujie Gai, Zhang J.*, and Yang Y. (2024) Non parametric regression models with additive distortions. Communications in Statistics-Theory and Methods, 53(24), 8592-8613.
Yujie Gai,Xie Y.,and Wang X*. (2024) Parameter estimation of linear mixed effects model based on online update . Chinese J Appl Probab Statist, 40(3): 420−432.
Yujie Gai, Meng K., and Wang X*. (2024) Online learning for streaming data classification in nonstationary environments. Statistical Analysis and Data Mining: The ASA Data Science Journal, 17(2), e11669.
Meng K.,Yujie Gai*,et al.(2024) Transfer learning for high-dimensional linear regression via the elastic net. Knowledge-Based Systems, 304, 112525.
Yuan, L., Yin, X.,and Yujie Gai*.(2024) A communication efficient distributed one-step estimation. Physica A: Statistical Mechanics and its Applications, 633, 129202.
Sun, X.,et al. and Yujie Gai*. (2024) Distributed non-convex regularization for generalized linear regression. Expert Systems with Applications, 252, 124177.
Chen X.,Yujie Gai, and Wang X*.(2023) A-optimal designs for non-parametric symmetrical global sensitivity analysis. Metrika, 86(2), 219-237.
Ma X.,Lin L.*,and Yujie Gai. (2023) A general framework of online updating variable selection for generalized linear models with streaming datasets. Journal of Statistical Computation and Simulation, 93/3/325-340.
Yujie Gai, Zhang J.* (2022) Detection of the symmetry of model errors for partial linear single-index models. Communication in Statistics-Simulation and Computation, 51/6/3410-3427.
Zhang J., Feng S.,and Yujie Gai*. (2022) Partial Index Additive Models with Additive Distortion Measurement Errors. Communication in Statistics-Simulation and Computation, 51/5/2191-2216.
Yujie Gai, Wei Y.,Zhang J.*,and Chen A.(2022) Measuring the symmetry of model errors for varying coefficient regression models based on correlation coefficient. Communication in Statistics-Simulation and Computation, 51/5/2235-2251.
Yujie Gai, Zhang J.*(2022) Detection of the symmetry of model errors for partial linear models. Communication in Statistics-Simulation and Computation, 51/5/2217-2234.
Yujie Gai, Zhang J.* (2022) Single-index relative error regression models. Communication in Statistics-Simulation and Computation, 51/5/2252-2267.
Yujie Gai, Zhu X.,and Zhang J.*. (2022) Testing symmetry of model errors for nonparametric regression models by using correlation coefficient. Communications in Statistics - Simulation and Computation, 51/4/1436-1453.
Zhang J.,Yujie Gai*. (2022) Nonlinear regression models with profile nonlinear least squares estimation. Communications in Statistics - Simulation and Computation,51/5/2140-2157.
Zhang J.,Yujie Gai*. (2022) Correlation Coefficient-Based Measure for Checking Symmetry or Asymmetry of A Continuous Variable with Additive Distortion. Communications in Statistics - Simulation and Computation, 51/5/2158-2190.
Zhang J.,Yujie Gai,and Lin B.* (2021) Detection of marginal heteroscedasticity for partial linearsingle-index models, Communications in Statistics-Simulationand Computation, 50:3, 724-743.
Zhang J.,Yujie Gai*, Cui X.,and Li G. Measuring symmetry and asymmetry of multiplicative distortion measurement errors data. Brazilian Journal of Probability and Statistics, 34(2): 370-393 ,2020.
Zhang J., Xu W., and Yujie Gai*. Multiplicative distortion measurement errors linear models with general moment identifiability condition. Journal of Statistical Computation and Simulation. 2020, VOL. 90, NO. 2, 291–305
Zhang J.,Yujie Gai, Lin B.* and Zhu X. Nonlinear regression models with single-index
heteroscedasticity. Statistica Neerlandica. 2019;73:292–316.
Feng Z.,Yujie Gai, Zhang J.* . Correlation curve estimation for multiplicative distortion measurement errors data. Journal of Nonparametric Statistics. 2019, VOL. 31, NO. 2, 435–450
Zhang Z.*,Yujie Gai,et al. On equivalence of likelihood maximization of stochastic block model and constrained nonnegative matrix factorization, Physica A: Statistical Mechanics and its Applications, 2018, 503(1), 687-697.
盖玉洁,李锋,尹钊,林路,朱力行.(2017)自适应的 Dantzig 选择器的渐近性质研究, 中国科学:数学,2017,47(7), 869-88
主持及参与省部级以上课题
1.国家自然科学基金面上项目(项目编号:12071497):实时更新超大数据集的变量选择问题研究, 2021/01-2025/12, 58.5万元,进行,主持.
2.全国统计科学研究项目(项目编号:2020LY014):流数据的有效变量筛选方法及应用, 2020/09-2022/9,已结题,主持.
3.国家自然科学基金青年基金项目(项目编号:11201499): 近似稀疏非参与半参模型的Dantzig Selector研究, 2013/01-2015/12, 22万元,已结题,主持.
4.国家自然科学基金面上项目(项目编号: 12371276):基于降维子空间方法的高维复杂数据异质结构识别及其应用, 2024/01—2027/12,43.5万元,第一参与.
5.国家自然科学基金青年基金项目(项目编号: 71403305) :保险市场系统性风险识别 度量和评估研究: 理论模型与实证检验, 2015/01-2017/12, 22万元,已结题,参与.
6.国家自然科学基金青年基金项目(项目编号:11301309),两类缺失机制下若干统计推断问题的研究,2014/01-2016/12,22万元,已结题,参与
讲授课程
本科课程:时间序列分析、非参数统计、数理统计、概率论、随机过程
研究生课程:大数据分析统计基础、高等数理统计
其他获奖:2020年,获得基础课教学奖一项