A Lattice Approach to Bayesian Networks
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چکیده
Bayesian networks and conditional independence is studied via functional dependences. Armstrongs axioms known from the theory of relational databases is used to reformulate the concept of Bayesian networks into the theory of join-semidistributive lattices. Lattice theory provides us with a richer language to discuss causation than graph theory does.
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تاریخ انتشار 2009