A continuous local martingale with is standard Brownian motion exactly when its quadratic variation satisfies .
The characterization asserts that a continuous local martingale starting at zero with quadratic variation is Brownian motion.
A progressively measurable real diffusion coefficient of absolute value one gives a continuous local martingale with quadratic variation . With zero initial value, Lévy characterization of Brownian motion makes the solution standard Brownian motion. This applies to every weak solution of . The Brownian law does not imply that the solution equals the given driver or establish strong existence for a discontinuous coefficient.
A continuous vector-valued local martingale starting at zero is standard multidimensional Brownian motion if its quadratic covariations satisfy . For each deterministic vector , the Itô formula makes a complex local martingale. Its absolute value is bounded on each finite horizon, so it is a true martingale. Its conditional expectation identity gives
This conditional characteristic function identifies a centered multivariate normal distribution with covariance , independent of the past. Thus the coordinates are independent Brownian motions. The converse follows immediately from the standard coordinate quadratic covariations.

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  1. Brownian motion
  2. Stochastic process
  3. Probability theory
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