A measure-theoretic characterization: X and Y are independent of each other given Z in all product distributions exactly when their histories are almost surely disjoint.
On equivalence of infinite product measures,
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A Theory of Structural Independence
A measure-theoretic characterization: X and Y are independent of each other given Z in all product distributions exactly when their histories are almost surely disjoint.