For events , define their limit superior byIt is the event that infinitely many occur. The two Borel-Cantelli lemmas are as follows: if , then , without any independence assumption; if the are independent and , then .
For the first assertion, the union bound gives, for every ,The tail of a convergent nonnegative series tends to zero, proving the first Borel-Cantelli lemma.
For the second assertion, independence and for giveBy continuity of probability, . The event that only finitely many occur is the countable union of these zero-probability events over . Its probability is zero. This proves the second Borel-Cantelli lemma, and hence both requested assertions:
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