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教师
FACULTY
高振国 Gao Zhenguo
长聘教轨副教授 Tenure-track Associate Professor
办公室 Office:
#6-520
办公室电话 Office Phone:
54740216
E-mail:
gaozheng@sjtu.edu.cn
教育背景 Education:

博士,2018,弗吉尼亚理工大学

研究兴趣 Research Interests:

数理统计,机器学习与统计学习融合模型与推断,⾮参,⾼维数据分析,异常检测

Statistics, Machine learning with statistical modeling and inference, Nonparametric Stat, High-dimensional data analysis, Anomaly detection

论文发表 Selected Publications

(Student menteeunderlined, Corresponding Author *, Co-first authors #)

  1. Zhenguo Gao*,Lonqin Lai*, andChaohua Li.Parametric Shifts Detection for Volatile Data.Under Review.

  2. Zhenguo Gao*,Lonqin Lai*, andChaohua Li. A Bayesian Detection Approach forVolatilityChange in Dynamic Systems. Under Review.

  3. Zhenguo Gao,Lonqin Lai,Junlin Ren,and Xiaoning Kang*. Transfer learning for high-dimensional sparse linear discriminant analysis.Under Review.

  4. Zhenguo Gao,Pan Liu,Lonqin Lai, Chunshi Li*, and Xiaoning Kang. Bayesian Transfer Learning for Quantitative and Qualitative Data with Application to the Diagnosis of PFBC Disease.Under Review.

  5. Zhenguo Gao,Xiaoxun Li,Yihao Bu, and Xiaoning Kang*. A New Anomaly Detection via the Multiple Instance Learning for Sequence Data with Application to the Credit Card Delinquency Risk Control.Under Review.

  6. 于宝平; 杭颖;高振国; 吴珊珊. 异常检测方法在食品安全风险预警中的应用研究.Under Review.

  7. Wenchang Duan,Zhenguo Gao, Yaoliang Yu, Yi Shi*.MAVEN-T: Breaking the Imitation Ceiling in Trajectory Prediction with Reinforced Distillation. Under Review.

  8. Zhenguo Gao,Yan Li,Longqin Lai*, and Rui Miao*. An Effective Variance Change Detection Method for Data with Constantly Changing Mean Function,STAT,DIO:10.1002/sta4.701142025,2025.

  9. W. Duan,Zhenguo Gao*,J. Heand J. Xian. Bayesian Critique-Tune-Based Reinforcement Learning With Adaptive Pressure for Multi-Intersection Traffic Signal Control,IEEE Transactions on Intelligent Transportation Systems, vol. 26, no. 10, pp. 14968-14983, DOI: 10.1109/TITS.2025.3581858, 2025.

  10. Xiaoning Kang,Zhenguo Gao*,Xi Liang, Xinwei Deng.Weighted average ensemble for Cholesky-based covariance matrix estimation.Statistical Theory and Related Fields,9(2): 149–167. DOI: 10.1080/24754269.2025.2484979, 2025.

  11. Defu Lian,Zhenguo Gao*,Xia Song, Yecheng Li, Qi Liu, Enhong Chen. Training Recommenders over Large Item Corpus with Importance Sampling,IEEE Transactions on Knowledge and Data Engineering, 36(12 ): 9433-9447, DOI: 10.1109/TKDE.2023.3344657, 2024.

  12. 高振国, 杨韻*,张迅文,施垣辰。基于累积效应指标的食品安全风险预警模型算法和应用,质量与认证,第2期81-84, DOI: 10.16691/j.cnki.10-1214/t.2024.02.018, 2024.

  13. Zhenguo Gao;Xinye Wang; Xiaoning Kang*. Ensemble LDA via the Modified Cholesky Decomposition, Computational Statistics and Data Analysis, 188(107823),DOI: 10.1016/j.csda.2023.107823, 2023.

  14. Zhenguo Gao*,Pang Du, Ran Jin, John Robertson. Surface temperature monitoring in liver procurement via functional variance change-point analysis,Annals of applied statistics,14(1): 143-159, DOI:10.1214/19-aoas1297, 2020.

  15. Zhenguo Gao,Zuofeng Shang, Pang Du*, John Robertson. Variance Change Point Detection under A Smoothly-changing Mean Trend with Application to Liver Procurement,Journal of the American Statistical Association,114(526): 773-781, DOI: 10.1080/01621459.2018.1442341, 2019.


教学 Teaching
  1. 数据挖掘(研究生基础课);

  2. 数据科学数学原理(研究生基础课);

  3. 定量分析:模型与方法(研究生基础课);

  4. 大数据技术及应用(研究生基础课);

  5. 基础数理统计(研究生公共课);

  6. Bayes统计(本科);

  7. 大数据分析(本科);

学生指导 Supervision
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