I have $P(A\cup C|B)$
Does it equal to $P(A|B)+P(C|B)-P(A\cap C |B)$
If A,C are mutually exclusive, is it same as $P(A|B)+P (C|B)$?
2026-04-06 22:59:21.1775516361
Probability: Union and Conditional Union
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The short answer is "Yes." We have $$\begin{align} \Pr(A\cup C|B)&=\frac{\Pr((A\cup C)\cap B)}{\Pr(B)}\\ &=\frac{\Pr((A\cap B)\cup (C\cap B))}{\Pr(B)}\\ &=\frac{\Pr(A\cap B)+\Pr(C\cap B)-\Pr(A\cap C\cap B)}{\Pr(B)}\\ &=\Pr(A|B)+\Pr(C|B)-\Pr(A\cap C|B) \end{align}$$
Now if $A$ and $C$ are mutually exclusive, or mutually exclusive given $B$, this reduces to $\Pr(A|B)+\Pr(C|B)$.