Use for any questions relating to understanding if one entity causes another. This can be at any of the three rungs of causality: association, intervention, or counterfactual. Topics included are do-calculus, causal diagrams, analysis of confounding, $d$-separation, back-door criterion, back-door adjustments, front-door adjustments, instrumental variables, and mediation analysis, among others.
Questions tagged [causality]
66 questions
2
votes
1 answer
Are there any branches of mathematics where causality is incorporated?
Are there any branches of mathematics where causality is incorporated? For example, in Bayesian probability:
$$ \ P(B|A) = \dfrac{P(A ∩ B)}{P(A)} \ $$
likewise:
$$ \ P(B|A) = \dfrac{P(A | B)P(B)}{P(A)} \ $$
there doesn't seem to be a notion of…
Alexander Mills
- 342
1
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0 answers
Proof of Theorem 4.2 in Elements of Causal Inference
I'm a novice in the field of causal inference, and was going through material on Structure Identifiability in the textbook 'Elements of Causal Inference'. I am unable to get an intuition about the following theorem:
Theorem 4.2 (Identifiability of…
K2G
- 11
1
vote
0 answers
basics of causality: miguel hernan book doubt
While reading "Causal Inference" book from Miguel A. Hernán, he starts the book with the example:
Zeus is a patient waiting for a heart transplant. On January 1, he
receives a new heart. Five days later, he dies. Imagine that we can
somehow…
Chicago1988
- 171