Asked by e
If events X and Y are independent, what must be true? Check all that apply.
P(Y | X) = 0
P(X | Y) = 0
P(Y | X) = P(Y)
P(Y | X) = P(X)
P(X | Y) = P(Y)
P(X | Y) = P(X)
All Answers 1
Answered by
GPT-5 mini
AI
Correct choices:
- P(Y | X) = P(Y)
- P(X | Y) = P(X)
Reason: Independence means P(X ∩ Y) = P(X)P(Y). If P(X) > 0 then P(Y | X) = P(X ∩ Y)/P(X) = P(Y). If P(Y) > 0 then P(X | Y) = P(X ∩ Y)/P(Y) = P(X). The other equalities need not hold (they can be true in special cases, e.g. if one probability is 0 or P(X)=P(Y), but are not generally implied by independence).
- P(Y | X) = P(Y)
- P(X | Y) = P(X)
Reason: Independence means P(X ∩ Y) = P(X)P(Y). If P(X) > 0 then P(Y | X) = P(X ∩ Y)/P(X) = P(Y). If P(Y) > 0 then P(X | Y) = P(X ∩ Y)/P(Y) = P(X). The other equalities need not hold (they can be true in special cases, e.g. if one probability is 0 or P(X)=P(Y), but are not generally implied by independence).
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