因果推断 2

Causal Inference 2

1247 次查看
哥伦比亚大学
Coursera
  • 完成时间大约为 13 个小时
  • 高级
  • 英语
注:本课程由Coursera和Linkshare共同提供,因开课平台的各种因素变化,以上开课日期仅供参考

课程概况

This course offers a rigorous mathematical survey of advanced topics in causal inference at the Master’s level.

Inferences about causation are of great importance in science, medicine, policy, and business. This course provides an introduction to the statistical literature on causal inference that has emerged in the last 35-40 years and that has revolutionized the way in which statisticians and applied researchers in many disciplines use data to make inferences about causal relationships.

We will study advanced topics in causal inference, including mediation, principal stratification, longitudinal causal inference, regression discontinuity, interference, and fixed effects models.

课程大纲

Module 7: Introduction to Mediation

Module 8: More on Mediation

Module 9: Instrumental Variables, Principal Stratification, and Regression Discontinuity

Module 10: Longitudinal Causal Inference

Module 11: Interference and Fixed Effects

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