Itô’s lemma
E59984
Itô’s lemma is a fundamental result in stochastic calculus that generalizes the chain rule to functions of stochastic processes, especially Brownian motion.
Observed surface forms (5)
| Surface form | Occurrences |
|---|---|
| Itô formula | 1 |
| Itô's lemma | 1 |
| Itô’s lemma for jump processes | 1 |
| multidimensional Itô’s lemma | 1 |
| time-dependent Itô’s lemma | 1 |
Statements (48)
| Predicate | Object |
|---|---|
| instanceOf |
mathematical theorem
ⓘ
result in stochastic calculus ⓘ |
| appliesTo |
Brownian motion
ⓘ
Itô processes ⓘ functions of stochastic processes ⓘ |
| assumes | semimartingale framework for general versions ⓘ |
| contrastsWith | ordinary chain rule without quadratic variation term ⓘ |
| coreIdea | function of a stochastic process has extra term from quadratic variation ⓘ |
| describes | stochastic chain rule ⓘ |
| field |
mathematical finance
ⓘ
probability theory ⓘ stochastic calculus ⓘ |
| generalizes | classical chain rule ⓘ |
| hasVariant |
Itô’s lemma
self-linksurface differs
ⓘ
surface form:
Itô’s lemma for jump processes
Itô’s lemma self-linksurface differs ⓘ
surface form:
multidimensional Itô’s lemma
Itô’s lemma self-linksurface differs ⓘ
surface form:
time-dependent Itô’s lemma
|
| historicalPeriod | 20th century mathematics ⓘ |
| holdsAlmostSurely | with respect to underlying probability measure ⓘ |
| influenced | development of modern mathematical finance ⓘ |
| involves |
diffusion term
ⓘ
drift term ⓘ quadratic variation ⓘ second derivative with respect to state variable ⓘ |
| isFormulatedIn | continuous time ⓘ |
| isTaughtIn |
graduate probability courses
ⓘ
quantitative finance programs ⓘ |
| isUsedFor |
change of variables for Itô processes
ⓘ
computing dynamics of functions of Markov processes ⓘ deriving stochastic differential equations ⓘ deriving the Black–Scholes equation ⓘ pricing derivatives in finance ⓘ transforming stochastic differential equations ⓘ |
| isUsedIn |
Black–Scholes model
ⓘ
surface form:
Black–Scholes–Merton model
continuous-time portfolio theory ⓘ filtering theory ⓘ interest rate models ⓘ stochastic control ⓘ stochastic volatility models ⓘ |
| mathematicalDomain |
analysis
ⓘ
measure-theoretic probability ⓘ |
| namedAfter | Kiyoshi Itô ⓘ |
| relatesTo |
Itô calculus
ⓘ
surface form:
Itô integral
Stratonovich integral ⓘ |
| requires |
once continuously differentiable functions in time
ⓘ
twice continuously differentiable functions in space ⓘ |
| usesConcept |
adapted process
ⓘ
filtration ⓘ martingale ⓘ |
Referenced by (8)
Full triples — surface form annotated when it differs from this entity's canonical label.
subject surface form:
Itô process
this entity surface form:
Itô formula
this entity surface form:
multidimensional Itô’s lemma
this entity surface form:
time-dependent Itô’s lemma
this entity surface form:
Itô’s lemma for jump processes
subject surface form:
Martingale representation theorem
this entity surface form:
Itô's lemma