Radon–Nikodym derivative
E59639
The Radon–Nikodym derivative is a function that represents how one measure changes with respect to another absolutely continuous measure, playing a central role in modern probability theory and measure theory.
All labels observed (3)
| Label | Occurrences |
|---|---|
| Radon–Nikodym theorem | 7 |
| Radon–Nikodym derivative canonical | 4 |
| Lebesgue decomposition of measures | 1 |
Statements (41)
| Predicate | Object |
|---|---|
| instanceOf |
mathematical concept
ⓘ
measure-theoretic notion ⓘ |
| appliesTo |
finite measures
ⓘ
σ-finite measures ⓘ |
| assumes |
complete measure space (often)
ⓘ
underlying σ-algebra ⓘ |
| codomain | extended real-valued functions ⓘ |
| condition | ν is absolutely continuous with respect to μ ⓘ |
| describes | rate of change of one measure with respect to another ⓘ |
| domain | measure space ⓘ |
| expresses | ν(A) = ∫_A (dν/dμ) dμ for measurable sets A ⓘ |
| field |
measure theory
ⓘ
probability theory ⓘ |
| generalizes |
classical derivative of distribution functions
ⓘ
density of a probability distribution ⓘ |
| mathematicalNature | measurable function ⓘ |
| namedAfter |
Johann Radon
ⓘ
Otton Nikodym ⓘ |
| property |
linearity in the measure
ⓘ
non-negativity when measures are positive ⓘ uniqueness up to μ-almost everywhere equality ⓘ |
| relatedTo |
Lebesgue integration
ⓘ
surface form:
Lebesgue integral
Radon–Nikodym derivative self-linksurface differs ⓘ
surface form:
Radon–Nikodym theorem
absolute continuity of functions ⓘ complex measures ⓘ signed measures ⓘ |
| requiresProperty | absolute continuity of measures ⓘ |
| symbol | dν/dμ ⓘ |
| usedFor |
Bayesian inference
ⓘ
surface form:
Bayesian statistics
Girsanov theorem ⓘ Radon–Nikodym derivative self-linksurface differs ⓘ
surface form:
Lebesgue decomposition of measures
change of measure in probability ⓘ defining conditional expectation ⓘ defining densities of measures ⓘ defining likelihood ratios ⓘ stochastic calculus ⓘ |
| usedIn |
ergodic theory
ⓘ
financial mathematics ⓘ information theory ⓘ martingale theory ⓘ statistical inference ⓘ |
Referenced by (12)
Full triples — surface form annotated when it differs from this entity's canonical label.
this entity surface form:
Radon–Nikodym theorem
this entity surface form:
Radon–Nikodym theorem
this entity surface form:
Lebesgue decomposition of measures
this entity surface form:
Radon–Nikodym theorem
this entity surface form:
Radon–Nikodym theorem
this entity surface form:
Radon–Nikodym theorem
this entity surface form:
Radon–Nikodym theorem
this entity surface form:
Radon–Nikodym theorem