What is conditional independence?

Updated May 17, 2026

Short answer

Two variables are conditionally independent given a third if they become independent when that variable is known.

Deep explanation

X and Y are conditionally independent given Z if P(X,Y|Z)=P(X|Z)P(Y|Z). This is crucial in Bayesian networks where dependencies are structured through conditional relationships.

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