Bear, bull, sidewalk, and crash : the evolution of the US stock market using over a century of daily data

dc.contributor.authorWang, Shixuan
dc.contributor.authorGupta, Rangan
dc.contributor.authorZhang, Yue-Jun
dc.contributor.emailrangan.gupta@up.ac.zaen_ZA
dc.date.accessioned2021-04-13T06:17:26Z
dc.date.issued2021-11
dc.description.abstractIn this paper, we employ a four-state hidden semi-Markov model, which outperforms a hidden Markov model, to identify market conditions of the US stock market over the daily period from 16th of February, 1885 to 4th of June, 2020. Our results indicate that the four hidden states represent bear-, bull-, sidewalk-, and crash-markets, which in turn appropriately capture the various major historical events during the period of study.en_ZA
dc.description.departmentEconomicsen_ZA
dc.description.embargo2023-03-01
dc.description.librarianhj2021en_ZA
dc.description.sponsorshipNational Natural Science Foundation of China, Major Program of the National Fund of Philosophy and Social Science of China and Science and Technology Innovation Program of Hunan Province.en_ZA
dc.description.urihttps://www.elsevier.com/locate/frlen_ZA
dc.identifier.citationWang, S., Gupta, R. & Zhang, Y.-J. 2021, 'Bear, bull, sidewalk, and crash: the evolution of the US stock market using over a century of daily data', Finance Research Letters, vol. 43, art. 101998, pp. 1-6.en_ZA
dc.identifier.issn1544-6123 (print)
dc.identifier.issn1544-6131 (online)
dc.identifier.other10.1016/j.frl.2021.101998
dc.identifier.urihttp://hdl.handle.net/2263/79402
dc.language.isoenen_ZA
dc.publisherElsevieren_ZA
dc.rights© 2020 Elsevier Inc. All rights reserved. Notice : this is the author’s version of a work that was accepted for publication in Finance Research Letters. Changes resulting from the publishing process, such as peer review, editing, corrections, structural formatting, and other quality control mechanisms may not be reflected in this document. A definitive version was subsequently published in Finance Research Letters, vol. 43, art. 101998, pp. 1-6, 2021. doi : 10.1016/j.frl.2021.101998.en_ZA
dc.subjectDow Jones industrial average (DJIA)en_ZA
dc.subjectHidden (semi-)Markov modelsen_ZA
dc.subjectStock returnsen_ZA
dc.subjectMarket conditionsen_ZA
dc.titleBear, bull, sidewalk, and crash : the evolution of the US stock market using over a century of daily dataen_ZA
dc.typePostprint Articleen_ZA

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