Put , , and . The deterministic integrand in the Itô integral implies that the increments are independent random variables with normal distributions . The Gaussian fourth moment gives
These identities include . Since the summands of are centered and independent, all cross terms in its second moment vanish. Consequently,
Thus works for every observation partition. The last step uses the total interval length, rather than assuming equally spaced observations.

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