Cargando…
Economic stimulus through bank regulation: Government responses to the COVID-19 crisis
In this paper, we estimate the effects of the COVID-19 pandemic on the banking system and the real economy and simulate potential policy responses. We combine machine learning algorithms, namely a Random Regression Forest and a Long Short Term Memory neural network, with an agent-based framework to...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier B.V.
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8501893/ http://dx.doi.org/10.1016/j.intfin.2021.101444 |
_version_ | 1784580767810060288 |
---|---|
author | Polyzos, Stathis Samitas, Aristeidis Kampouris, Ilias |
author_facet | Polyzos, Stathis Samitas, Aristeidis Kampouris, Ilias |
author_sort | Polyzos, Stathis |
collection | PubMed |
description | In this paper, we estimate the effects of the COVID-19 pandemic on the banking system and the real economy and simulate potential policy responses. We combine machine learning algorithms, namely a Random Regression Forest and a Long Short Term Memory neural network, with an agent-based framework to calculate the expected results of the pandemic, according to different scenarios regarding financial stability. We then simulate government responses to this crisis and find that traditional demand and supply stimuli are outperformed by our suggestion of relaxing bank regulation. We examine two alternatives of our suggested policy and find that they result in optimised outcomes for most variables examined. Our findings have important policy implications as authorities are formulating post-crisis recovery plans amidst budgetary constraints. |
format | Online Article Text |
id | pubmed-8501893 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier B.V. |
record_format | MEDLINE/PubMed |
spelling | pubmed-85018932021-10-12 Economic stimulus through bank regulation: Government responses to the COVID-19 crisis Polyzos, Stathis Samitas, Aristeidis Kampouris, Ilias Journal of International Financial Markets, Institutions and Money Article In this paper, we estimate the effects of the COVID-19 pandemic on the banking system and the real economy and simulate potential policy responses. We combine machine learning algorithms, namely a Random Regression Forest and a Long Short Term Memory neural network, with an agent-based framework to calculate the expected results of the pandemic, according to different scenarios regarding financial stability. We then simulate government responses to this crisis and find that traditional demand and supply stimuli are outperformed by our suggestion of relaxing bank regulation. We examine two alternatives of our suggested policy and find that they result in optimised outcomes for most variables examined. Our findings have important policy implications as authorities are formulating post-crisis recovery plans amidst budgetary constraints. Elsevier B.V. 2021-11 2021-10-07 /pmc/articles/PMC8501893/ http://dx.doi.org/10.1016/j.intfin.2021.101444 Text en © 2021 Elsevier B.V. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Polyzos, Stathis Samitas, Aristeidis Kampouris, Ilias Economic stimulus through bank regulation: Government responses to the COVID-19 crisis |
title | Economic stimulus through bank regulation: Government responses to the COVID-19 crisis |
title_full | Economic stimulus through bank regulation: Government responses to the COVID-19 crisis |
title_fullStr | Economic stimulus through bank regulation: Government responses to the COVID-19 crisis |
title_full_unstemmed | Economic stimulus through bank regulation: Government responses to the COVID-19 crisis |
title_short | Economic stimulus through bank regulation: Government responses to the COVID-19 crisis |
title_sort | economic stimulus through bank regulation: government responses to the covid-19 crisis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8501893/ http://dx.doi.org/10.1016/j.intfin.2021.101444 |
work_keys_str_mv | AT polyzosstathis economicstimulusthroughbankregulationgovernmentresponsestothecovid19crisis AT samitasaristeidis economicstimulusthroughbankregulationgovernmentresponsestothecovid19crisis AT kampourisilias economicstimulusthroughbankregulationgovernmentresponsestothecovid19crisis |