Roughness Analysis of Realized Volatility and VIX through Randomized Kolmogorov-Smirnov Distribution
We introduce a novel distribution-based estimator for the Hurst parameter of log-volatility, leveraging the Kolmogorov-Smirnov statistic to assess the scaling behavior of entire distributions rather than individual moments. To address the temporal dependence of financial volatility, we propose a ran