Lecture 018

DAGs: Directed acyclic graphs

Markov assumption: nodes don't affect nodes that don't descend from them (every node is conditionally independent of its non-descendant, given its parent)

Causal Markov condition: Condition on its immediate causes, a node is independent of all nodes that are not its immediate causes or immediate effects