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Fourier instantaneous estimators and the Epps effect
We compare the Malliavin-Mancino and Cuchiero-Teichmann Fourier instantaneous estimators to investigate the impact of the Epps effect arising from asynchrony in the instantaneous estimates. We demonstrate the instantaneous Epps effect under a simulation setting and provide a simple method to amelior...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Public Library of Science
2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7508410/ https://www.ncbi.nlm.nih.gov/pubmed/32960915 http://dx.doi.org/10.1371/journal.pone.0239415 |
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author | Chang, Patrick |
author_facet | Chang, Patrick |
author_sort | Chang, Patrick |
collection | PubMed |
description | We compare the Malliavin-Mancino and Cuchiero-Teichmann Fourier instantaneous estimators to investigate the impact of the Epps effect arising from asynchrony in the instantaneous estimates. We demonstrate the instantaneous Epps effect under a simulation setting and provide a simple method to ameliorate the effect. We find that using the previous tick interpolation in the Cuchiero-Teichmann estimator results in unstable estimates when dealing with asynchrony, while the ability to bypass the time domain with the Malliavin-Mancino estimator allows it to produce stable estimates and is therefore better suited for ultra-high frequency finance. An empirical analysis using Trade and Quote data from the Johannesburg Stock Exchange illustrates the instantaneous Epps effect and how the intraday correlation dynamics can vary between days for the same equity pair. |
format | Online Article Text |
id | pubmed-7508410 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-75084102020-10-01 Fourier instantaneous estimators and the Epps effect Chang, Patrick PLoS One Research Article We compare the Malliavin-Mancino and Cuchiero-Teichmann Fourier instantaneous estimators to investigate the impact of the Epps effect arising from asynchrony in the instantaneous estimates. We demonstrate the instantaneous Epps effect under a simulation setting and provide a simple method to ameliorate the effect. We find that using the previous tick interpolation in the Cuchiero-Teichmann estimator results in unstable estimates when dealing with asynchrony, while the ability to bypass the time domain with the Malliavin-Mancino estimator allows it to produce stable estimates and is therefore better suited for ultra-high frequency finance. An empirical analysis using Trade and Quote data from the Johannesburg Stock Exchange illustrates the instantaneous Epps effect and how the intraday correlation dynamics can vary between days for the same equity pair. Public Library of Science 2020-09-22 /pmc/articles/PMC7508410/ /pubmed/32960915 http://dx.doi.org/10.1371/journal.pone.0239415 Text en © 2020 Patrick Chang http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Chang, Patrick Fourier instantaneous estimators and the Epps effect |
title | Fourier instantaneous estimators and the Epps effect |
title_full | Fourier instantaneous estimators and the Epps effect |
title_fullStr | Fourier instantaneous estimators and the Epps effect |
title_full_unstemmed | Fourier instantaneous estimators and the Epps effect |
title_short | Fourier instantaneous estimators and the Epps effect |
title_sort | fourier instantaneous estimators and the epps effect |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7508410/ https://www.ncbi.nlm.nih.gov/pubmed/32960915 http://dx.doi.org/10.1371/journal.pone.0239415 |
work_keys_str_mv | AT changpatrick fourierinstantaneousestimatorsandtheeppseffect |