Put and . Telescoping givesThe martingale transform summands are orthogonal in : for an earlier summand, conditioning on the sigma-algebra at the start of the later increment makes the cross expectation zero. HenceThe martingale increments themselves are also orthogonal. Since , their variance sum equals . ThereforeOnly discrete martingale orthogonality is used here; no pre-existing quadratic variation calculation is needed.
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