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Estimation of the Heteroskedastic Canonical Contagion Model with Instrumental Variables
Knowledge of contagion among economies is a relevant issue in economics. The canonical model of contagion is an alternative in this case. Given the existence of endogenous variables in the model, instrumental variables can be used to decrease the bias of the OLS estimator. In the presence of heteros...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5193442/ https://www.ncbi.nlm.nih.gov/pubmed/28030628 http://dx.doi.org/10.1371/journal.pone.0168967 |
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author | Ribeiro, André L. P. Hotta, Luiz K. |
author_facet | Ribeiro, André L. P. Hotta, Luiz K. |
author_sort | Ribeiro, André L. P. |
collection | PubMed |
description | Knowledge of contagion among economies is a relevant issue in economics. The canonical model of contagion is an alternative in this case. Given the existence of endogenous variables in the model, instrumental variables can be used to decrease the bias of the OLS estimator. In the presence of heteroskedastic disturbances this paper proposes the use of conditional volatilities as instruments. Simulation is used to show that the homoscedastic and heteroskedastic estimators which use them as instruments have small bias. These estimators are preferable in comparison with the OLS estimator and their asymptotic distribution can be used to construct confidence intervals. |
format | Online Article Text |
id | pubmed-5193442 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-51934422017-01-19 Estimation of the Heteroskedastic Canonical Contagion Model with Instrumental Variables Ribeiro, André L. P. Hotta, Luiz K. PLoS One Research Article Knowledge of contagion among economies is a relevant issue in economics. The canonical model of contagion is an alternative in this case. Given the existence of endogenous variables in the model, instrumental variables can be used to decrease the bias of the OLS estimator. In the presence of heteroskedastic disturbances this paper proposes the use of conditional volatilities as instruments. Simulation is used to show that the homoscedastic and heteroskedastic estimators which use them as instruments have small bias. These estimators are preferable in comparison with the OLS estimator and their asymptotic distribution can be used to construct confidence intervals. Public Library of Science 2016-12-28 /pmc/articles/PMC5193442/ /pubmed/28030628 http://dx.doi.org/10.1371/journal.pone.0168967 Text en © 2016 Ribeiro, Hotta 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 Ribeiro, André L. P. Hotta, Luiz K. Estimation of the Heteroskedastic Canonical Contagion Model with Instrumental Variables |
title | Estimation of the Heteroskedastic Canonical Contagion Model with Instrumental Variables |
title_full | Estimation of the Heteroskedastic Canonical Contagion Model with Instrumental Variables |
title_fullStr | Estimation of the Heteroskedastic Canonical Contagion Model with Instrumental Variables |
title_full_unstemmed | Estimation of the Heteroskedastic Canonical Contagion Model with Instrumental Variables |
title_short | Estimation of the Heteroskedastic Canonical Contagion Model with Instrumental Variables |
title_sort | estimation of the heteroskedastic canonical contagion model with instrumental variables |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5193442/ https://www.ncbi.nlm.nih.gov/pubmed/28030628 http://dx.doi.org/10.1371/journal.pone.0168967 |
work_keys_str_mv | AT ribeiroandrelp estimationoftheheteroskedasticcanonicalcontagionmodelwithinstrumentalvariables AT hottaluizk estimationoftheheteroskedasticcanonicalcontagionmodelwithinstrumentalvariables |