Causal Networks: Semantics and Expressiveness

27 Mar 2013 Tom S. Verma Judea Pearl

Dependency knowledge of the form "x is independent of y once z is known" invariably obeys the four graphoid axioms, examples include probabilistic and database dependencies. Often, such knowledge can be represented efficiently with graphical structures such as undirected graphs and directed acyclic graphs (DAGs)... (read more)

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