Itô processes
E60316
Itô processes are a class of stochastic processes, typically modeled as solutions to stochastic differential equations, that form the fundamental objects of study in Itô calculus and modern stochastic analysis.
Observed surface forms (3)
| Surface form | Occurrences |
|---|---|
| Itô process | 1 |
| Itô diffusion | 1 |
| On stochastic processes (seminal papers on stochastic calculus) | 1 |
Statements (48)
| Predicate | Object |
|---|---|
| instanceOf |
mathematical object
ⓘ
stochastic process ⓘ |
| definedOn |
filtered probability space
ⓘ
probability space ⓘ |
| enables |
Itô’s lemma
ⓘ
surface form:
Itô formula
stochastic integration ⓘ |
| field |
probability theory
ⓘ
stochastic analysis ⓘ stochastic calculus ⓘ |
| generalForm | X_t = X_0 + ∫_0^t a_s ds + ∫_0^t b_s dW_s ⓘ |
| hasCoefficient |
diffusion coefficient
ⓘ
drift coefficient ⓘ |
| hasComponent |
diffusion term
ⓘ
drift term ⓘ finite variation part ⓘ local martingale part ⓘ |
| hasDrivingProcess |
Brownian motion
ⓘ
Brownian motion ⓘ
surface form:
Wiener process
|
| hasMathematicalStructure | quadratic variation ⓘ |
| hasOperation | stochastic integral with respect to Brownian motion ⓘ |
| hasProperty |
adapted to filtration
ⓘ
almost surely continuous paths ⓘ finite quadratic variation ⓘ semimartingale ⓘ |
| hasRepresentation | sum of local martingale and finite variation process ⓘ |
| namedAfter | Kiyoshi Itô ⓘ |
| relatedTo |
Ornstein–Uhlenbeck process
ⓘ
Stratonovich process ⓘ geometric Brownian motion ⓘ local martingale ⓘ martingale ⓘ |
| satisfies | stochastic differential equation ⓘ |
| specialCase |
Brownian motion
ⓘ
martingale with zero drift ⓘ |
| subclassOf |
Markov process
ⓘ
continuous semimartingale ⓘ semimartingale ⓘ |
| usedIn |
Itô calculus
ⓘ
filtering theory ⓘ mathematical finance ⓘ population dynamics ⓘ quantitative finance ⓘ statistical physics ⓘ stochastic control ⓘ |
| usedToModel |
asset prices
ⓘ
diffusion phenomena ⓘ interest rates ⓘ volatility ⓘ |
Referenced by (5)
Full triples — surface form annotated when it differs from this entity's canonical label.
this entity surface form:
Itô diffusion
this entity surface form:
Itô process
this entity surface form:
On stochastic processes (seminal papers on stochastic calculus)