硕士生导师

耿直

耿直

北京工商大学 77779193永利(中国)有限公司,应用统计系 教授 博士生导师

通讯地址:北京市海淀区阜成路33号 77779193永利(中国)有限公司,邮编:100048

电子邮箱:zhigeng@btbu.edu.cn


研究兴趣:因果推断,生物医学统计,因果网络,贝叶斯网络,图模型,机器学习

主讲课程:

《因果推断》、《统计学》、《概率论与数理统计》、《属性数据分析》、《不完全数据统计分析》等

77779193永利(中国)有限公司经历
1983-1989
九州大学 (日本) 统计学 理学博士
1978-1982 上海交通大学 计算机科学 理学学士

工作经历
2022
至今 北京工商大学 77779193永利(中国)有限公司 教授

1994-2021 北京大学 数学科学学院概率统计系 教授
1991-1994 北京大学 概率统计系 副教授
1989-1991 北京大学 概率统计系 讲师

部分代表性论文

Fang, Z. Y., Liu, Y., Geng, Z., Zhu, S. Y. and He, Y. B. (2022) A local method for identifying causal relations under Markov equivalence. To appear in Artificial Intelligence.

Li, W., Geng, Z. and Zhou, X. H. (2021) Causal mediation analysis with sure outcomes of random events model. Statistics in Medicine 40, 3975-3989.

Liu, Y., Fang, Z.Y., He, Y.B., Geng, Z., Liu, C.C. (2020) Local causal network learning for finding pairs of total and direct effect. J. Machine Learning Research, 21, 1-37.

Geng, Z., Liu, Y., Liu, C. C. and Miao, W. (2019) Evaluation of causal effects and local structure learning of causal networks. Ann. Rev. Statist. & Appl. 6, 103-124.

Miao, W., Geng, Z, Tchetgen Tchetgen, E. (2018) Identifying causal effects with proxy variables of an unmeasured confounder. Biometrika 105, 987-993.

Miao,W.Liu,C.,Geng,Z. (2018) Statistical approaches for causal inference(in Chinese). 中国科学-数学, 48(12), 1753-1778.

Jiang, Z. C., Ding, P. and Geng, Z. (2016) Principal causal effect identification and surrogate endpoint evaluation by multiple trials. J Royal Statist. Soc. B78, 829-848.

Miao W., Ding, P. & Geng, Z. (2016) Identifiability of Normal and Normal Mixture Models with Nonignorable Missing Data, J. Am. Statist. Asso. 111, 1673-1683.

Deng, K., Geng, Z. and Liu, J. (2014) Association pattern discovery via theme dictionary models. J. Royal Statist Soc. B 76, 319-347.

Ding, P., Geng, Z., Yan, W. and Zhou, X. H. (2011) Identifiability and estimation of causal effects by principal stratification with outcomes truncated by death. J. Am. Statist. Asso., 106, 1578-1591.

Kuroki, M., Cai, Z. H. and Geng, Z. (2010) Sharp bounds on causal effects in case-control and cohort studies. Biometrika 97, 123-132.

Ju, C. and Geng, Z. (2010) Criteria for surrogate endpoints based on causal distributions. J. Royal Statist. Soc. B 72, 129-142.

Chen, H., Geng, Z. and Zhou, X. (2009) Identifiability and estimation of causal effects in randomized trials with noncompliance and completely non-ignorable missing-data (with discussion). Biometrics 65, 675-691.

Ma, Z., Xie, X. and Geng, Z. (2008) Structural learning of chain graphs via decomposition. J. Machine Learning Research, 9, 2847-2880.

He, Y. and Geng, Z. (2008) Active learning of causal networks with intervention experiments and optimal designs. J. Machine Learning Research, 9, 2523-2547.

Xie, X. and Geng, Z. (2008) A recursive method for structural learning of directed acyclic graphs. J. Machine Learning Research, 9,459-483.

Chen, H., Geng, Z. and Jia, J. (2007) Criteria for surrogate end points. J. Royal Statist. Soc. B 59, 911-932.

Ma, Z., Xie, X. and Geng Z. (2006) Collapsibility of distribution dependence. J. Royal Statist. Soc. B 68, 127-133.

Xie, X., Geng, Z. and Zhao, Q. (2006) Decomposition of structural learning about directed acrylic graphs, Artificial Intelligence 170, 422-439.

Geng, Z., Guo, J. H. and Fung W. K. (2002) Criteria for confounders in epidemiological studies. J. Royal Statist. Soc. B64, 3-15.

Guo, J. H. and Geng, Z. (1995) Collapsibility of logistic regression coefficients. J. Royal Statist. Soc. B57, 263-267.

Geng, Z. and Asano,Ch. (1993) Strong collapsibility of association measures in linear models. J. Royal Statist. Soc. B55, 741-747.

Geng,Z. (1992) Collapsibility of relative risks in contingency tables with a response variable. J. Royal Statist. Soc. B54, 585-93.


主持代表性科研项目:

2018-2021因果推断方法研究及在食品安全与生物医学中的应用 国家基金委面上

2005-2007生物统计国家基金委重点项目
1999-2003应用统计国家基金委重点项目
1998-2002国家杰出青年基金项目,国家基金委

1997-2000国家教委跨世纪优秀人才项目

部分获奖:

2008 全国统计科学研究优秀成果奖一等奖(因果推断)
2008 Award for Best Overall Contribution in the WCCI 2008 Causality Challenge (IEEE World Congress on Computational Intelligence)
1997 国家教委和人事部全国优秀留学回国人员

1996国家教委科技进步奖二等奖

1995 北京市优秀教师

部分社会兼职:

现任北京生物医学统计与数据管理研究会(BBA)理事长

中国数学会概率统计学会理事长(2006年-2010年)

中国现场统计研究会理事长(2009年-2017年)

中国统计学会副会长(2007年-2017年)

President of Institute of Mathematical Statistics–China (2009年-2011年)

1996年当选为国际统计学会推选会员


2011- Epidemiological Methods, Associate Editor
2006-2014
《应用概率统计》副主编
2001-2013《系统科学与数学》编委
2001-2010《统计研究》编委
2000-2003, 2005-2008 Statistica Sinica, Associate Editor
1991-2020 Computational Statistics and Data Analysis, Associate Editor


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