4.6 Article

Multivariate realised kernels: Consistent positive semi-definite estimators of the covariation of equity prices with noise and non-synchronous trading

期刊

JOURNAL OF ECONOMETRICS
卷 162, 期 2, 页码 149-169

出版社

ELSEVIER SCIENCE SA
DOI: 10.1016/j.jeconom.2010.07.009

关键词

HAC estimator; Long run variance estimator; Market frictions; Quadratic variation; Realised variance

资金

  1. Danish National Research Foundation

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We propose a multivariate realised kernel to estimate the ex-post covariation of log-prices. We show this new consistent estimator is guaranteed to be positive semi-definite and is robust to measurement error of certain types and can also handle non-synchronous trading. It is the first estimator which has these three properties which are all essential for empirical work in this area. We derive the large sample asymptotics of this estimator and assess its accuracy using a Monte Carlo study. We implement the estimator on some US equity data, comparing our results to previous work which has used returns measured over 5 or 10 min intervals. We show that the new estimator is substantially more precise. (C) 2011 Elsevier B.V. All rights reserved.

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