High-dimensional estimation of quadratic variation based on penalized realized variance

Kim Christensen, Mikkel Slot Nielsen, Mark Podolskij

In this paper, we develop a penalized realized variance (PRV) estimator of the quadratic variation (QV) of a high-dimensional continuous Itô semimartingale. We adapt the principle…