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We present a new theory for the conduct of nonparametric inference about the latent spot volatility of a semimartingale … in local estimation blocks, our theory treats the estimation block size k as fixed. While the resulting spot volatility …-to-calculate pointwise confidence intervals for the volatility at any given point in time. Extending the theory to a high …
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