Not all interventions are equivalent. There are different kinds:
- do(X=x) = set the value of X to a scalar
- do(X=f(.)) = set the value of X to a deterministic function that we can evaluate
- "mechanism change" = alter the functional relationships of one or all the parental relationships wrt the node
- "additive" = add noise
Mechanism change can be further decomposed to:
- alter the structure (i.e. SCM arguments)
- do not alter the structure (parents are exactly the same)
Not all interventions are equivalent. There are different kinds:
Mechanism change can be further decomposed to: