Probability theory and stochastic processes Proof
Proof of the first Borel–Cantelli lemma
Builds on Boole's inequalityEventProbability space
Proof
We bound the limit superior by the tails of the convergent series.
- Let , where . Each and are events, as countable unions and intersections of events.
- For each , . So , by the monotonicity of the measure on the probability space.
- By Boole's inequality, .
- Let , a finite number by hypothesis. The tail tends to as .
- By steps 2 to 4, for each . Let to get .
- Claim: if and only if for infinitely many . If lies in infinitely many , then for each some has , so for all .
- Conversely, if lies in only finitely many , let exceed all these indices. Then , so .
- By steps 5 to 7, the set of outcomes that lie in infinitely many has probability . So almost surely only finitely many occur.
Idea
An outcome that lies in infinitely many lies, for every , in some with . The probability of that is at most the tail of a convergent series, which tends to .
Reading path
To understand this page from the ground up, read these 56 pages in order. The foundations come first. The path takes the proofs Proof of the approximation property of the supremum, Proof of the probability of the complement, Proof of Boole's inequality by disjoint pieces, Proof that the reals form an ordered field, with the Cauchy sequence construction, Proof of the monotonicity of probability, Proof that the reals are Archimedean from the completeness axiom.
- Construction of the reals from Cauchy sequences concept
- Element definition
- Integers object
- Ordered field definition
- Proposition concept
- Random experiment concept
- Rational numbers object
- Real numbers object
- Set bounded above definition
- Set definition
- Ring of integers statement
- Archimedean ordered field definition
- Disjunction definition
- Implication definition
- Predicate definition
- The reals form a field statement
- Supremum definition
- Ordered pair definition
- Union definition
- Sample space definition
- The rationals form a field statement
- Universal quantifier definition
- Completeness axiom statement
- Cartesian product definition
- Subset definition
- The rationals form an ordered field statement
- Binary relation definition
- Universal set definition
- Order on the reals definition
- Power set definition
- Antisymmetric relation definition
- Reflexive relation definition
- Transitive relation definition
- Complement definition
- Interval definition
- Preorder definition
- Sigma-algebra definition
- Partial order definition
- Event definition
- Total order definition
- Probability axioms concept
- Probability measure definition
- Proof that the reals form an ordered field, with the Cauchy sequence construction proof
- Probability space definition
- The reals form an ordered field statement
- Proof of the approximation property of the supremum proof
- Approximation property of the supremum statement
- Proof that the reals are Archimedean from the completeness axiom proof
- The reals are Archimedean statement
- Proof of the probability of the complement proof
- Probability of the complement statement
- Proof of the monotonicity of probability proof
- Monotonicity of probability statement
- Proof of Boole's inequality by disjoint pieces proof
- Boole's inequality statement
- Proof of the first Borel–Cantelli lemma proof
Where this leads
2 pages build on this one.
Further reading
About this page
| Tag | Z51Z4CTP5J |
|---|---|
| URI | m2://Z51Z4CTP5J |
| Kind | proof |
| Writing | W0 stub |
| MSC | 60F20 |
| Proves | First Borel–Cantelli lemma |
| Uses | Boole's inequality, Event, Probability space |
| Changed | 4 November 2026 |
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