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-frequency intraday returns. It disentangles covariance estimation into variance and correlation components. This allows to estimate …
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We develop a volatility estimator that can be directly applied to tick-by-tick data. More specifically, we consider a model that allows for (i) irregular observation times that can be endogenous, (ii) dependent noise that can have diurnal features and be dependent on the latent price process,...
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(ii) the potential failure of instrument exogeneity. We introduce a novel identification strategy that appropriately …
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