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Math and science::INF ML AI

Belief networks: independence examples




1 a) Marginalizing over C  makes A and B [...]

1 b) Conditioning on C makes A and B [...]


2. Conditioning on D, a descendent of a collider C makes A and B  [...]


3 a) p(A,B,C)= [...]

3 b) Marginalizing over C makes A and B [...]

3 c) Conditioning on C makes A and B  [...]

Finally, these following graphs all express the same conditional independence assumptions.