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Itô calculus

Itô calculus, named after Kiyoshi Itô, treats mathematical operations on stochastic processes. The most important is the Itô stochastic integral.

Before starting, it is important to note that:

  • Capitalized letters with a subscript t such as Bt denote a stochastic process which is a set of random variables indexed by t.
  • A small letter d to the left of a random process e.g. dBt means an infinitesimal change in the random process which is a random variable.

The stochastic integral of a process Xt with respect to a process Bt is denoted by

\int_{a}^{b} X_t\, dB_t

and is defined as the limit in probability of corresponding sums of the form

\sum X_{t_i} (B_{t_{i+1}} - B_{t_i}).

A crucial fact about this integral is Itô's lemma.

Both summation and multiplication of random variables are defined in probability theory. The summation involves a convolution of the probability density function (pdf) and multiplication is repeated summation.

01-04-2007 01:16:19
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