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> Law of total expectation 也被称为 law of iterated expectations(LIE)。如果 $A_i$ 是样本空间的有限或可数的划分(partition),则全期望公式可以写成如下形式:
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> $$
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> \mathrm{E}(X)=\sum_{i} \mathrm{E}\left(X \mid A_{i}\right) \mathrm{P}\left(A_{i}\right) \nonumber
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> \mathrm{E}(X)=\sum_{i} \mathrm{E}\left(X \mid A_{i}\right) \mathrm{P}\left(A_{i}\right)
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> $$
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**证明:**
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