monotone convergence theorem
E284671
The monotone convergence theorem is a fundamental result in measure theory stating that the integral of a pointwise increasing sequence of nonnegative measurable functions equals the limit of their integrals.
All labels observed (1)
| Label | Occurrences |
|---|---|
| monotone convergence theorem canonical | 4 |
Statements (47)
| Predicate | Object |
|---|---|
| instanceOf |
result in measure theory
ⓘ
theorem ⓘ |
| allows | passing limit inside integral for monotone sequences ⓘ |
| alsoKnownAs |
Fatou's lemma
ⓘ
surface form:
Beppo Levi theorem
|
| appliesTo |
extended real-valued functions
ⓘ
nonnegative measurable functions ⓘ pointwise increasing sequence of functions ⓘ |
| assumes |
measurable space
ⓘ
measure ⓘ monotone increasing sequence ⓘ nonnegative functions ⓘ sequence of measurable functions ⓘ σ-finite measure (optional but common) ⓘ |
| category | convergence theorem in integration theory ⓘ |
| conclusion |
integral of pointwise limit equals limit of integrals
ⓘ
limit of integrals is finite or +∞ consistently with limit function ⓘ ∫ lim f_n dμ = lim ∫ f_n dμ for nonnegative increasing f_n ⓘ |
| contrastsWith |
dominated convergence theorem
ⓘ
surface form:
bounded convergence theorem
dominated convergence theorem ⓘ |
| field |
measure theory
ⓘ
probability theory ⓘ real analysis ⓘ |
| hasVersion |
version for expectations of random variables
ⓘ
version for sums with counting measure ⓘ |
| holdsFor |
complete measures
ⓘ
σ-algebras ⓘ |
| implies | Fatou lemma (in some formulations) ⓘ |
| importance |
fundamental theorem of Lebesgue integration
ⓘ
key tool in modern analysis ⓘ |
| isSpecialCaseOf |
dominated convergence theorem
ⓘ
surface form:
Lebesgue dominated convergence theorem (with monotone domination)
|
| isStrongerThan |
Fatou's lemma
ⓘ
surface form:
Fatou lemma in the monotone case
|
| namedAfter | Beppo Levi ⓘ |
| relatesConcept |
Lebesgue integration
ⓘ
surface form:
Lebesgue integral
increasing sequence of functions ⓘ measurable function ⓘ nonnegative function ⓘ pointwise convergence ⓘ |
| requires | countable monotonicity of measure ⓘ |
| typicalStatement | If 0 ≤ f_1 ≤ f_2 ≤ … and f_n → f pointwise, then ∫ f_n dμ → ∫ f dμ ⓘ |
| usedIn |
construction of Lebesgue integral
ⓘ
expectation of random variables ⓘ interchanging limit and integral for nonnegative increasing sequences ⓘ Probability Theory ⓘ
surface form:
probability theory
stochastic processes ⓘ |
| usedToProve |
Fubini's theorem
ⓘ
surface form:
Fubini theorem (components of proofs)
dominated convergence theorem ⓘ
surface form:
Lebesgue dominated convergence theorem
Tonelli's theorem ⓘ
surface form:
Tonelli theorem
|
Referenced by (4)
Full triples — surface form annotated when it differs from this entity's canonical label.