Lévy–Itô decomposition
E1020435
The Lévy–Itô decomposition is a fundamental result in probability theory that expresses any Lévy process as the sum of a Brownian motion with drift and a jump process constructed from a Poisson random measure.
Statements (44)
| Predicate | Object |
|---|---|
| instanceOf |
result in stochastic process theory
ⓘ
theorem in probability theory ⓘ |
| appliesTo | Lévy process NERFINISHED ⓘ |
| assumes |
càdlàg sample paths of the Lévy process
ⓘ
stationary independent increments of the process ⓘ |
| characterizes | structure of Lévy processes ⓘ |
| clarifies |
role of jumps in Lévy processes
ⓘ
separation of continuous and jump parts of a Lévy process ⓘ |
| decomposesInto |
Brownian (Gaussian) part
ⓘ
drift part ⓘ large jumps part ⓘ small jumps part ⓘ |
| ensures | uniqueness of decomposition up to modification ⓘ |
| field |
probability theory
ⓘ
stochastic analysis ⓘ stochastic processes ⓘ |
| generalizes | decomposition of Brownian motion into drift and martingale parts ⓘ |
| gives | canonical representation of Lévy processes ⓘ |
| implies |
every Lévy process is sum of independent components
ⓘ
pathwise representation of Lévy processes ⓘ |
| involves |
Brownian motion with drift
ⓘ
Gaussian component of a Lévy process ⓘ Lévy measure ⓘ Poisson random measure ⓘ compensated Poisson random measure ⓘ drift term ⓘ jump process ⓘ pure jump component of a Lévy process ⓘ |
| isFoundationFor |
construction of stochastic integrals with respect to Lévy processes
ⓘ
theory of jump-diffusion SDEs ⓘ |
| isNamedAfter |
Kiyosi Itô
NERFINISHED
ⓘ
Paul Lévy NERFINISHED ⓘ |
| isRelatedTo |
Lévy triplet
NERFINISHED
ⓘ
Lévy–Khintchine formula NERFINISHED ⓘ |
| isTypicallyFormulatedOn | filtered probability space ⓘ |
| isUsedIn |
construction of Lévy processes from Lévy triplets
ⓘ
infinite divisibility theory ⓘ jump-diffusion modeling ⓘ mathematical finance ⓘ |
| requires | compensator of the Poisson random measure ⓘ |
| statesThat | any Lévy process can be decomposed into a Brownian motion with drift plus a jump process ⓘ |
| uses |
stochastic integral with respect to Brownian motion
ⓘ
stochastic integral with respect to Poisson random measure ⓘ |
| yields | martingale representation for compensated jump part ⓘ |
Referenced by (1)
Full triples — surface form annotated when it differs from this entity's canonical label.