Bochner theorem on characteristic functions
E613407
The Bochner theorem on characteristic functions is a fundamental result in probability theory and harmonic analysis that characterizes which functions are Fourier transforms of probability measures by requiring them to be positive-definite, continuous, and normalized at zero.
All labels observed (3)
| Label | Occurrences |
|---|---|
| Bochner's theorem | 2 |
| Bochner theorem on characteristic functions canonical | 1 |
| Lévy–Khintchine formula | 1 |
Statements (42)
| Predicate | Object |
|---|---|
| instanceOf | mathematical theorem ⓘ |
| appliesTo |
functions on locally compact abelian groups
ⓘ
functions on the real line ⓘ |
| assumption |
function is bounded
ⓘ
function is continuous at zero ⓘ function is defined on a locally compact abelian group ⓘ function is normalized at zero ⓘ function is positive-definite ⓘ |
| characterizes |
Fourier transforms of finite positive measures
ⓘ
Fourier transforms of probability measures on the real line ⓘ |
| codomain | space of finite positive measures ⓘ |
| concerns |
Fourier transforms of probability measures
ⓘ
characteristic functions ⓘ |
| conclusion |
existence of a probability measure with given characteristic function
ⓘ
function is the Fourier transform of a unique finite positive measure ⓘ |
| domain | space of continuous positive-definite functions with value 1 at zero ⓘ |
| field |
harmonic analysis
ⓘ
probability theory ⓘ |
| guarantees |
existence of a representing measure
ⓘ
uniqueness of the representing measure ⓘ |
| hasVersion |
Bochner theorem for finite positive measures
NERFINISHED
ⓘ
Bochner theorem for probability measures NERFINISHED ⓘ Bochner theorem on locally compact abelian groups NERFINISHED ⓘ |
| historicalPeriod | 20th century mathematics ⓘ |
| implies |
every characteristic function is bounded by 1 in modulus
ⓘ
every characteristic function is positive-definite ⓘ every characteristic function is uniformly continuous ⓘ |
| isToolFor |
characterization of probability distributions via characteristic functions
ⓘ
representation of positive-definite functions as Fourier transforms ⓘ |
| mathematicalArea |
functional analysis
ⓘ
measure theory ⓘ |
| namedAfter | Salomon Bochner NERFINISHED ⓘ |
| normalizationCondition | value at zero equals 1 ⓘ |
| relatedTo |
Fourier–Stieltjes transform
NERFINISHED
ⓘ
Herglotz representation theorem NERFINISHED ⓘ Lévy continuity theorem NERFINISHED ⓘ |
| usedIn |
construction of probability measures from characteristic functions
ⓘ
harmonic analysis on locally compact abelian groups ⓘ study of infinitely divisible distributions ⓘ |
| usesConcept |
continuity
ⓘ
normalization at zero ⓘ positive-definite function ⓘ |
Referenced by (4)
Full triples — surface form annotated when it differs from this entity's canonical label.
this entity surface form:
Bochner's theorem
this entity surface form:
Lévy–Khintchine formula
this entity surface form:
Bochner's theorem