• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

新冠疫情相关新闻与美国股票市场的相互作用:基于计量经济学和机器学习视角的审视

COVID-19 news and the US equity market interactions: An inspection through econometric and machine learning lens.

作者信息

Jana Rabin K, Ghosh Indranil, Jawadi Fredj, Uddin Gazi Salah, Sousa Ricardo M

机构信息

Operations & Quantitative Methods Area, Indian Institute of Management Raipur, Atal Nagar, CG 493661 India.

IT & Analytics Area, Institute of Management Technology Hyderabad, Shamshabad, Hyderabad, Telangana 501218 India.

出版信息

Ann Oper Res. 2022 Jun 8:1-22. doi: 10.1007/s10479-022-04744-x.

DOI:10.1007/s10479-022-04744-x
PMID:35698596
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9175525/
Abstract

This study investigates the impact of COVID-19 on the US equity market during the first wave of Coronavirus using a wide range of econometric and machine learning approaches. To this end, we use both daily data related to the US equity market sectors and data about the COVID-19 news over January 1, 2020-March 20, 2020. Accordingly, we show that at an early stage of the outbreak, global COVID-19s fears have impacted the US equity market even differently across sectors. Further, we also find that, as the pandemic gradually intensified its footprint in the US, local fears manifested by daily infections emerged more powerfully compared to its global counterpart in impairing the short-term dynamics of US equity markets.

摘要

本研究采用多种计量经济学和机器学习方法,调查了在新冠病毒第一波疫情期间,新冠疫情对美国股票市场的影响。为此,我们使用了与美国股票市场板块相关的每日数据,以及2020年1月1日至2020年3月20日期间有关新冠疫情新闻的数据。据此,我们表明,在疫情爆发的早期阶段,全球对新冠疫情的担忧对美国股票市场的影响在不同行业甚至也有所不同。此外,我们还发现,随着疫情在美国的影响范围逐渐扩大,每日新增感染病例所体现的本土担忧,在损害美国股票市场短期动态方面,比全球担忧表现得更为强烈。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6687/9175525/6cd59a9f8573/10479_2022_4744_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6687/9175525/01e9b55fafa8/10479_2022_4744_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6687/9175525/6cd59a9f8573/10479_2022_4744_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6687/9175525/01e9b55fafa8/10479_2022_4744_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6687/9175525/6cd59a9f8573/10479_2022_4744_Fig2_HTML.jpg

相似文献

1
COVID-19 news and the US equity market interactions: An inspection through econometric and machine learning lens.新冠疫情相关新闻与美国股票市场的相互作用:基于计量经济学和机器学习视角的审视
Ann Oper Res. 2022 Jun 8:1-22. doi: 10.1007/s10479-022-04744-x.
2
Covid-19, Dow Jones and equity market movement in ASEAN-5 countries: evidence from wavelet analyses.新冠疫情、道琼斯指数与东盟五国股票市场走势:小波分析证据
Heliyon. 2021 Jan 16;7(1):e05851. doi: 10.1016/j.heliyon.2020.e05851. eCollection 2021 Jan.
3
Impact of the COVID-19 outbreak on the US equity sectors: Evidence from quantile return spillovers.新冠疫情爆发对美国股票板块的影响:来自分位数回报溢出效应的证据。
Financ Innov. 2021;7(1):14. doi: 10.1186/s40854-021-00228-2. Epub 2021 Mar 2.
4
Stock Market Reactions to COVID-19 Pandemic Outbreak: Quantitative Evidence from ARDL Bounds Tests and Granger Causality Analysis.新冠疫情爆发对股市的反应:来自 ARDL 边界检验和格兰杰因果分析的定量证据。
Int J Environ Res Public Health. 2020 Sep 15;17(18):6729. doi: 10.3390/ijerph17186729.
5
Tail-risk spillovers from China to G7 stock market returns during the COVID-19 outbreak: A market and sectoral analysis.新冠疫情期间中国对七国集团股市回报的尾部风险溢出效应:市场与行业分析
Res Int Bus Finance. 2022 Dec;62:101709. doi: 10.1016/j.ribaf.2022.101709. Epub 2022 Jul 8.
6
The asymmetric effect of oil price, news-based uncertainty, and COVID-19 pandemic on equity market.油价、基于新闻的不确定性和新冠疫情对股票市场的非对称效应。
Resour Policy. 2022 Aug;77:102740. doi: 10.1016/j.resourpol.2022.102740. Epub 2022 Apr 28.
7
How does Covid-19 affect global equity markets?新冠病毒如何影响全球股票市场?
Financ Innov. 2022;8(1):25. doi: 10.1186/s40854-021-00330-5. Epub 2022 Mar 1.
8
Information flow between global financial market stress and African equity markets: An EEMD-based transfer entropy analysis.全球金融市场压力与非洲股票市场之间的信息流:基于集合经验模态分解的转移熵分析
Heliyon. 2023 Feb 22;9(3):e13899. doi: 10.1016/j.heliyon.2023.e13899. eCollection 2023 Mar.
9
Deaths, panic, lockdowns and US equity markets: The case of COVID-19 pandemic.死亡、恐慌、封锁与美国股票市场:以新冠疫情为例。
Financ Res Lett. 2021 Jan;38:101701. doi: 10.1016/j.frl.2020.101701. Epub 2020 Jul 25.
10
Higher-order comoment contagion among G20 equity markets during the COVID-19 pandemic.新冠疫情期间二十国集团(G20)股票市场间的高阶协动传染
Financ Res Lett. 2022 Mar;45:102150. doi: 10.1016/j.frl.2021.102150. Epub 2021 May 25.

引用本文的文献

1
The role of cryptocurrencies in predicting oil prices pre and during COVID-19 pandemic using machine learning.加密货币在使用机器学习预测新冠疫情之前及期间的油价方面的作用。
Ann Oper Res. 2022 Oct 28:1-44. doi: 10.1007/s10479-022-05024-4.

本文引用的文献

1
How COVID-19 has affected stock market persistence? Evidence from the G7's.新冠疫情如何影响股市持续性?来自七国集团的证据。
Physica A. 2021 Nov 1;581:126210. doi: 10.1016/j.physa.2021.126210. Epub 2021 Jul 2.
2
Price-switching spillovers between gold, oil, and stock markets: Evidence from the USA and China during the COVID-19 pandemic.黄金、石油和股票市场之间的价格转换溢出效应:来自美国和中国在新冠疫情期间的证据。
Resour Policy. 2021 Oct;73:102217. doi: 10.1016/j.resourpol.2021.102217. Epub 2021 Jul 6.
3
COVID-19 Sentiment and the Chinese Stock Market: Evidence from the Official News Media and .
新冠疫情情绪与中国股票市场:来自官方新闻媒体的证据及…… (原文结尾不完整)
Res Int Bus Finance. 2021 Dec;58:101432. doi: 10.1016/j.ribaf.2021.101432. Epub 2021 Jun 2.
4
The impact of COVID-19 on the stock market crash risk in China.新冠疫情对中国股市崩盘风险的影响。
Res Int Bus Finance. 2021 Oct;57:101419. doi: 10.1016/j.ribaf.2021.101419. Epub 2021 Apr 9.
5
Immune or at-risk? Stock markets and the significance of the COVID-19 pandemic.免疫还是处于风险之中?股票市场与新冠疫情的影响
J Behav Exp Finance. 2021 Jun;30:100477. doi: 10.1016/j.jbef.2021.100477. Epub 2021 Feb 18.
6
Review of the 2019 novel coronavirus (SARS-CoV-2) based on current evidence.基于现有证据对 2019 年新型冠状病毒(SARS-CoV-2)的回顾。
Int J Antimicrob Agents. 2020 Jun;55(6):105948. doi: 10.1016/j.ijantimicag.2020.105948. Epub 2020 Mar 19.
7
The outbreak of Coronavirus Disease 2019 (COVID-19)-An emerging global health threat.2019 年冠状病毒病(COVID-19)爆发-新兴的全球健康威胁。
J Infect Public Health. 2020 Apr;13(4):644-646. doi: 10.1016/j.jiph.2020.02.033. Epub 2020 Mar 19.
8
Detrended cross-correlation analysis: a new method for analyzing two nonstationary time series.去趋势交叉相关性分析:一种分析两个非平稳时间序列的新方法。
Phys Rev Lett. 2008 Feb 29;100(8):084102. doi: 10.1103/PhysRevLett.100.084102. Epub 2008 Feb 27.