We propose a non-parametric procedure for estimating the realized spot volatility of a price process described by an … frame (Gabor) expansion of the realized trajectory of spot volatility. We show that the procedure converges in probability … in L²([0; T]) for a wide class of spot volatility processes, including those with discontinuous paths. Our analysis …