Let be a continuous martingale on with and . For the dyadic squared-increment sums, including the unfinished increment at time , set . The associated martingale transform satisfies and . Discrete martingale orthogonality, the path modulus of continuity and the Cauchy-Schwarz inequality show that the terminal transforms are Cauchy in . The Doob L2 maximal inequality then gives . The sums need not be increasing in time before taking the limit. This provides an elementary construction of quadratic variation under boundedness.
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