causal

SCM

causal graph

link

fork

collider

block

d-seperate

structual equation

causal markovian condition

do-calculus

backdoor

backdoor path

backdoor criterion

confounder

confounding bias

confounder (confounding variable)

backdoor adjustment

causal identification

selection bias (confounding bias without backdoor path)

counterfactuals

POF

causal effect

assumptions

SUTVA

• well-defined treatment level

• no interference

consistency

ignorability

• strong ignorability

causal inference

treatment effects

learning causal effects with unconfoundedness

regression adjustment

propensity score methods

covariate balancing