n this paper we propose an estimator of spot covariance matrix which ensure symmetric positive semi-definite estimations. The proposed estimator relies on a suitable modification of the Fourier covariance estimator in Malliavin and Mancino (2009) and it is consistent for suitable choices of the weighting kernel. The accuracy and the ability of the estimator to produce positive semi-definite covariance matrices is evaluated with an extensive numerical study, in comparison with the competitors present in the literature. The results of the simulation study are confirmed under many scenarios, that consider the dimensionality of the problem, the asynchronicity of data and the presence of several specification of market microstructure noise.

Symmetric positive semi-definite Fourier estimator of instantaneous variance-covariance matrix / Jirô Akahori, Nien-Lin Liu, Maria Elvira Mancino, Tommaso Mariotti, Yukie Yasuda. - ELETTRONICO. - (2023).

Symmetric positive semi-definite Fourier estimator of instantaneous variance-covariance matrix

Maria Elvira Mancino;
2023

Abstract

n this paper we propose an estimator of spot covariance matrix which ensure symmetric positive semi-definite estimations. The proposed estimator relies on a suitable modification of the Fourier covariance estimator in Malliavin and Mancino (2009) and it is consistent for suitable choices of the weighting kernel. The accuracy and the ability of the estimator to produce positive semi-definite covariance matrices is evaluated with an extensive numerical study, in comparison with the competitors present in the literature. The results of the simulation study are confirmed under many scenarios, that consider the dimensionality of the problem, the asynchronicity of data and the presence of several specification of market microstructure noise.
2023
Jirô Akahori, Nien-Lin Liu, Maria Elvira Mancino, Tommaso Mariotti, Yukie Yasuda...espandi
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Utilizza questo identificatore per citare o creare un link a questa risorsa: https://hdl.handle.net/2158/1414218
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