The Deductive Approach to Causal Inference
This paper reviews concepts, principles, and tools that have led to a coherent mathematical theory that unifies the graphical, structural, and potential outcome approaches to causal inference. The theory provides solutions to a number of pending problems in causal analysis, including questions of co...
Main Author: | |
---|---|
Format: | Article |
Language: | English |
Published: |
De Gruyter
2014-09-01
|
Series: | Journal of Causal Inference |
Subjects: | |
Online Access: | https://doi.org/10.1515/jci-2014-0016 |
Summary: | This paper reviews concepts, principles, and tools that have led to a coherent mathematical theory that unifies the graphical, structural, and potential outcome approaches to causal inference. The theory provides solutions to a number of pending problems in causal analysis, including questions of confounding control, policy analysis, mediation, missing data, and the integration of data from diverse studies. |
---|---|
ISSN: | 2193-3677 2193-3685 |