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Theorem

Ito's Lemma

Probability and Statistics

Ito's Lemma gives a formula for the differential of a function applied to a stochastic process driven by Brownian motion, extending the ordinary chain rule of calculus with an extra term arising from the process's quadratic variation, a feature absent from ordinary smooth functions. Named for Kiyoshi Ito, it is the foundational computational tool of stochastic calculus, underlying applications from physics to mathematical finance.

Facts
Statement
For an Ito drift diffusion process dXt = mu_t dt + sigma_t dBt and a twice differentiable function f(t,x), the differential of f(t,Xt) is (df/dt + mu_t df/dx + sigma_t squared over 2 times d2f/dx2) dt + sigma_t df/dx dBt. 1
Proof Year
1951 1
Sources
1. Ito's lemma, Wikipedia
  • Introduction, description of the result
    the stochastic calculus counterpart of the chain rule
  • Introduction, discovery sentence
    This result was discovered by Japanese mathematician Kiyoshi Ito in 1951.
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