Limit theorems for the empirical distribution function of scaled increments of itô semimartingales at high frequencies

Journal Article (Journal Article)

We derive limit theorems for the empirical distribution function of "devolatilized" increments of an Itô semimartingale observed at high frequencies. These "devolatilized" increments are formed by suitably rescaling and truncating the raw increments to remove the effects of stochastic volatility and "large" jumps. We derive the limit of the empirical c.d.f. of the adjusted increments for any Itô semimartingale whose dominant component at high frequencies has activity index of 1<ß ≤ 2, where ß = 2 corresponds to diffusion. We further derive an associated CLT in the jump-diffusion case. We use the developed limit theory to construct a feasible and pivotal test for the class of Itô semimartingales with nonvanishing diffusion coefficient against Itô semimartingales with no diffusion component. © Institute of Mathematical Statistics, 2014.

Full Text

Duke Authors

Cited Authors

  • Todorov, V; Tauchen, G

Published Date

  • January 1, 2014

Published In

Volume / Issue

  • 24 / 5

Start / End Page

  • 1850 - 1888

International Standard Serial Number (ISSN)

  • 1050-5164

Digital Object Identifier (DOI)

  • 10.1214/13-AAP965

Citation Source

  • Scopus