姓名:李清
职称:副教授
导师:博士生导师
学位:博士(瑞士洛桑大学)
邮箱:monsieurliqing@outlook.com
研究方向:人口健康、老龄化、贫困、发展、数量方法
主讲课程:计量经济学、高级计量经济学
科研简介:
运用计量经济学、大数据机器学习、多元统计分析等方法在人口健康、老龄化、贫困与发展等领域开展交叉学科研究。在经济学期刊《Journal of Development Economics》、衰老研究期刊《Aging Cell》等相关领域期刊发表论文30余篇。主持国家自然科学基金项目《使用统计建模及数据分析方法研究生物标记物网络的稳态失调问题(82060265)》等各类课题10余项。
代表性论文:
[1] Echevin D, Fotso G, Bouroubi Y, Coulombe H, Li Q. Combining survey and census data for improved poverty prediction using semi-supervised deep learning. Journal of Development Economics 2025, 在线发表
[2] Li Q, Legault V, Honfo S, Milot E, Jia Q, Wang F, Ferrucci L, Bandinelli S, Cohen A. Physiological dysregulation proceeds and predicts health outcomes similarly in Chinese and Western populations. Journals of Gerontology: Series A Biological Science and Medical Science 2024, 1;79(1).
[3]Li Q, Liu Q, Di J. The Impact of R&D Subsidies and Non-R&D Subsidies on Innovation Output of Biopharmaceutical Firms. Science Technology and Society 2023, 28 (2).
[4] Li Q, Yu S, Echevin D, Fan M. Is poverty predictable with machine learning? A study of DHS data from Kyrgyzstan.Socio-Economic Planning Sciences 2022,81.
[5]Li Q, Legault V, Girard V, Ferrucci L, Fried L, Cohen A. An objective metric of individual health and aging for population surveys.Population Health Metrics2022, 20(11).
[6]Li Q, Yao X, Echevin D. How good is machine learning in predicting all-cause 30-day hospital readmission? Evidence from administrative data.Value in Health 2020,23(10).
[7] Li Q, Larivée P, Courteau J, Couillard S, Poder TG, Carrier N, Bélanger M, Vanasse A. Greater eosinophil counts at first COPD hospitalization are associated with more readmissions and fewer deaths. International Journal of Chronic Obstructive Pulmonary Disease 2019, 14.
[8]Barnwell J-L, Li Q, Cohen A. Effects of categorization method, regression type, and variable distribution on the inflation of type-I error rate when categorizing a confounding variable. Statistics in Medicine 2015, 34.
[9] Li Q, Wang S, Milot E, Bergeron P, Ferrucci L, Fried L, Cohen A. Homeostatic dysregulation proceeds in parallel in multiple physiological systems. Aging Cell 2015, 14(6).
[10] Li Q. Identifiability of mean-reverting measurement error with instrumental variable. Statistica Neerlandica 2014, 68(2).
会议论文:
《基于系统动力学的医药企业创新绩效影响因素分析》,第十八届(2023)中国管理学年会优秀论文(中国知网收录),作者:李清、库尔班柯孜·巴图尔、孙利亚