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Conditional Independence II [2+1* P]

a)
[2 P] Consider the two networks:

Image network3

For each of them, determine whether there can be any other Bayesian network that encodes the same independence assertions.

b)
[1* P] Give an example for a probability distribution $ P$ so that all independence assertions that hold in $ P$ can not be represented by any (single) Bayesian network.



Haeusler Stefan 2011-12-06