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quadratic variation of Brownian motion
Theorem.
Let be a standard Brownian motion. Then, its quadratic variation exists and is given by
As Brownian motion is a martingale and, in particular, is a semimartingale then its quadratic variation must exist. We just need to compute its value along a sequence of partitions.
If is a partition of the interval , then the quadratic variation on is
Using the property that the increments are independent normal random variables with mean zero and variance , the mean and variance of are
Here, is the mesh of the partition. If is a sequence of partitions of with mesh going to zero as then,
as . This shows that in the norm and, in particular, converges in probability. So, .
Major Section:
Reference
Type of Math Object:
Theorem
Parent:
Mathematics Subject Classification
60H10 Stochastic ordinary differential equations60J65 Brownian motion
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