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Question on the proof step in the theorem 1 of the Gap statistic paper

From the Gap statistic paper, during the proof for the theorem 1, we can see the below equality (p. 422), $\begin{aligned} \operatorname{var}(X) & =\frac{1}{2} \int_{-\infty}^{\infty} \int_{-\...
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