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If you calculate this estimator point by point, it could very well go negative. But the essence of this estimator is that statistically, it hovers around the realized variance, so it "estimates" the realized variance well. Even though the realized variance is by definition non-negative, the estimated distribution does not have to be. In practice can you ...

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