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Well for real hf stock tick data, i do get negativa volatility. So it can happens for large N


I think it's ok: the total correction is $\approx -N\eta^2 \sim N^{-1/2},$ which tends to zero for large $N.$ So as long as it is a correction to the estimator $Q > 0$ you are ok.

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