Fatou's lemma
E284673
Fatou's lemma is a fundamental result in measure theory that provides an inequality relating the integral of the pointwise limit inferior of a sequence of nonnegative measurable functions to the limit inferior of their integrals.
All labels observed (4)
| Label | Occurrences |
|---|---|
| Fatou's lemma canonical | 2 |
| Beppo Levi theorem | 1 |
| Fatou lemma | 1 |
| Fatou lemma in the monotone case | 1 |
Statements (45)
| Predicate | Object |
|---|---|
| instanceOf |
lemma in measure theory
ⓘ
result in real analysis ⓘ |
| appliesTo |
nonnegative measurable functions
ⓘ
random variables as measurable functions ⓘ sequence of measurable functions ⓘ |
| assumption |
functions are measurable
ⓘ
functions are nonnegative almost everywhere ⓘ measure space is fixed ⓘ |
| conclusion | integral of lim inf is bounded above by lim inf of integrals ⓘ |
| conditionOnSequence | sequence indexed by natural numbers ⓘ |
| contrastWith |
dominated convergence theorem which gives equality under stronger assumptions
ⓘ
monotone convergence theorem which assumes monotone sequences ⓘ |
| domain | measure space ⓘ |
| field |
measure theory
ⓘ
real analysis ⓘ |
| generalizationOf | lower semicontinuity of expectation in probability ⓘ |
| historicalPeriod | early 20th century ⓘ |
| holdsFor | extended real-valued functions ⓘ |
| inequalityType | lower bound inequality ⓘ |
| involvesConcept |
Lebesgue integration
ⓘ
surface form:
Lebesgue integral
almost everywhere convergence ⓘ integral inequality ⓘ limit inferior ⓘ nonnegative functions ⓘ pointwise convergence ⓘ |
| languageOfOriginalPublication | French ⓘ |
| namedAfter | Pierre Fatou ⓘ |
| probabilisticForm | E[lim inf X_n] ≤ lim inf E[X_n] for nonnegative random variables ⓘ |
| relatedTo |
Beppo Levi's lemma
ⓘ
dominated convergence theorem ⓘ monotone convergence theorem ⓘ |
| requires | σ-finite measure space (in many standard formulations) ⓘ |
| statementForm | ∫ lim inf f_n dμ ≤ lim inf ∫ f_n dμ ⓘ |
| typeOf | convergence theorem ⓘ |
| typicalNotation | ∫ lim inf_{n→∞} f_n dμ ≤ lim inf_{n→∞} ∫ f_n dμ ⓘ |
| usedFor |
convergence theorems in probability theory
ⓘ
establishing lower semicontinuity of integral functionals ⓘ justifying interchange of limit and integral in one direction ⓘ proving dominated convergence theorem ⓘ proving monotone convergence theorem ⓘ |
| usedIn |
calculus of variations
ⓘ
ergodic theory ⓘ functional analysis ⓘ partial differential equations ⓘ probability theory ⓘ |
Referenced by (5)
Full triples — surface form annotated when it differs from this entity's canonical label.
this entity surface form:
Beppo Levi theorem
this entity surface form:
Fatou lemma in the monotone case
this entity surface form:
Fatou lemma