Question: Let ? denote an I ? J matrix of cell probabilities for the joint distribution of X and Y. Suppose that there exist I ?

Let ? denote an I ? J matrix of cell probabilities for the joint distribution of X and Y. Suppose that there exist I ? 1 column vectors ?1k and J ? 1 column vectors ?2k of probabilities, k = 1,...,q, and a set of probabilities {?k} such that

= ,. k=1

Explain why this implies that there is a latent variable Z such that X and Y are conditionally independent, given Z.

= ,. k=1

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