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dc.contributor.authorPasanen, Tiia‐Maria
dc.contributor.authorVoutilainen, Miikka
dc.contributor.authorHelske, Jouni
dc.contributor.authorHögmander, Harri
dc.date.accessioned2022-06-29T09:04:57Z
dc.date.available2022-06-29T09:04:57Z
dc.date.issued2022
dc.identifier.citationPasanen, T., Voutilainen, M., Helske, J., & Högmander, H. (2022). A Bayesian spatio‐temporal analysis of markets during the Finnish 1860s famine. <i>Journal of the Royal Statistical Society Series C: Applied Statistics</i>, <i>71</i>(5), 1282-1302. <a href="https://doi.org/10.1111/rssc.12577" target="_blank">https://doi.org/10.1111/rssc.12577</a>
dc.identifier.otherCONVID_147297085
dc.identifier.urihttps://jyx.jyu.fi/handle/123456789/82081
dc.description.abstractWe develop a Bayesian spatio-temporal model to study pre-industrial grain market integration during the Finnish famine of the 1860s. Our model takes into account several problematic features often present when analysing multiple spatially interdependent time series. For example, compared with the error correction methodology commonly applied in econometrics, our approach allows simultaneous modelling of multiple interdependent time series avoiding cumbersome statistical testing needed to predetermine the market leader as a point of reference. Furthermore, introducing a flexible spatio-temporal structure enables analysing detailed regional and temporal dynamics of the market mechanisms. Applying the proposed method, we detected spatially asymmetric ‘price ripples’ that spread out from the shock origin. We corroborated the existing literature on the speedier adjustment to emerging price differentials during the famine, but we observed this principally in urban markets. This hastened return to long-run equilibrium means faster and longer travel of price shocks, implying prolonged out-of-equilibrium dynamics, proliferated influence of market shocks, and, importantly, a wider spread of famine conditions.en
dc.format.mimetypeapplication/pdf
dc.language.isoeng
dc.publisherWiley-Blackwell
dc.relation.ispartofseriesJournal of the Royal Statistical Society Series C: Applied Statistics
dc.rightsCC BY 4.0
dc.subject.otherBayesian statistics
dc.subject.othererror correction model
dc.subject.otherFinnish famine
dc.subject.othermarketintegration
dc.subject.otherspatio-temporal model
dc.titleA Bayesian spatio‐temporal analysis of markets during the Finnish 1860s famine
dc.typearticle
dc.identifier.urnURN:NBN:fi:jyu-202206293682
dc.contributor.laitosMatematiikan ja tilastotieteen laitosfi
dc.contributor.laitosHistorian ja etnologian laitosfi
dc.contributor.laitosDepartment of Mathematics and Statisticsen
dc.contributor.laitosDepartment of History and Ethnologyen
dc.contributor.oppiaineResurssiviisausyhteisöfi
dc.contributor.oppiaineTilastotiedefi
dc.contributor.oppiaineSchool of Resource Wisdomen
dc.contributor.oppiaineStatisticsen
dc.type.urihttp://purl.org/eprint/type/JournalArticle
dc.type.coarhttp://purl.org/coar/resource_type/c_2df8fbb1
dc.description.reviewstatuspeerReviewed
dc.format.pagerange1282-1302
dc.relation.issn0035-9254
dc.relation.numberinseries5
dc.relation.volume71
dc.type.versionpublishedVersion
dc.rights.copyright© 2022 the Authors
dc.rights.accesslevelopenAccessfi
dc.relation.grantnumber308975
dc.relation.grantnumber311877
dc.relation.grantnumber331817
dc.subject.ysobayesilainen menetelmä
dc.subject.ysoaikasarja-analyysi
dc.subject.ysohintakehitys
dc.subject.ysoekonometriset mallit
dc.subject.ysotaloushistoria
dc.subject.ysoviljakauppa
dc.subject.ysosuuret nälkävuodet (1866–1868)
dc.subject.ysomarkkinat (taloustiede)
dc.subject.ysoaikasarjat
dc.format.contentfulltext
jyx.subject.urihttp://www.yso.fi/onto/yso/p17803
jyx.subject.urihttp://www.yso.fi/onto/yso/p22747
jyx.subject.urihttp://www.yso.fi/onto/yso/p22236
jyx.subject.urihttp://www.yso.fi/onto/yso/p25538
jyx.subject.urihttp://www.yso.fi/onto/yso/p17789
jyx.subject.urihttp://www.yso.fi/onto/yso/p26732
jyx.subject.urihttp://www.yso.fi/onto/yso/p18028
jyx.subject.urihttp://www.yso.fi/onto/yso/p1865
jyx.subject.urihttp://www.yso.fi/onto/yso/p12290
dc.rights.urlhttps://creativecommons.org/licenses/by/4.0/
dc.relation.doi10.1111/rssc.12577
dc.relation.funderResearch Council of Finlanden
dc.relation.funderResearch Council of Finlanden
dc.relation.funderResearch Council of Finlanden
dc.relation.funderSuomen Akatemiafi
dc.relation.funderSuomen Akatemiafi
dc.relation.funderSuomen Akatemiafi
jyx.fundingprogramAcademy Project, AoFen
jyx.fundingprogramResearch profiles, AoFen
jyx.fundingprogramAcademy Project, AoFen
jyx.fundingprogramAkatemiahanke, SAfi
jyx.fundingprogramProfilointi, SAfi
jyx.fundingprogramAkatemiahanke, SAfi
jyx.fundinginformationTiia-Maria Pasanen was supported by the Finnish Cultural Foundation. Jouni Helske was supported by the Academy of Finland grants 331817 and 311877. Miikka Voutilainen was supported by the Academy of Finland grant 308975.
dc.type.okmA1


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