Fix . Since a rate-one exponential variable has
,The first Borel--Cantelli lemma gives the upper bound
. Conversely,These events are independent, so the second lemma makes them occur infinitely often. Hence the lower bound is . Letting rational proves
,The first Borel--Cantelli lemma gives the upper bound
. Conversely,These events are independent, so the second lemma makes them occur infinitely often. Hence the lower bound is . Letting rational proves
For ,using . The final probabilities are summable, so Borel--Cantelli implies that eventuallyIntersecting over positive rational proves the second extremes of independent exponential variables assertion
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