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Using Data Mining with Time Series Data in Short-Term Stocks Prediction: A Literature Review

2012Journal article Open access
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dc.contributor.authorAzevedo, José Manuel
dc.contributor.authorAlmeida, Rui M.P.
dc.contributor.authorAlmeida, Pedro De
dc.date.accessioned2020-03-02T17:31:09Z
dc.date.available2020-03-02T17:31:09Z
dc.date.issued2012
dc.description.abstractData Mining (DM) methods are being increasingly used in prediction with time series data, in addition to traditional statistical approaches. This paper presents a literature review of the use of DM with time series data, focusing on short- time stocks prediction. This is an area that has been attracting a great deal of attention from researchers in the field. The main contribution of this paper is to provide an outline of the use of DM with time series data, using mainly examples related with short-term stocks prediction. This is important to a better understanding of the field. Some of the main trends and open issues will also be introduced.pt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.doi10.4236/ijis.2012.224023pt_PT
dc.identifier.urihttp://hdl.handle.net/10400.6/9667
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.relationStrategic Project - UI 212 - 2011-2012
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/pt_PT
dc.subjectData Miningpt_PT
dc.subjectTime Seriespt_PT
dc.subjectFundamental Datapt_PT
dc.subjectData Frequencypt_PT
dc.subjectApplication Domainpt_PT
dc.subjectShort-Term Stocks Predictionpt_PT
dc.titleUsing Data Mining with Time Series Data in Short-Term Stocks Prediction: A Literature Reviewpt_PT
dc.typejournal article
dspace.entity.typePublication
oaire.awardTitleStrategic Project - UI 212 - 2011-2012
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/PEst-OE%2FMAT%2FUI0212%2F2011/PT
oaire.citation.endPage180pt_PT
oaire.citation.issue04pt_PT
oaire.citation.startPage176pt_PT
oaire.citation.titleInternational Journal of Intelligence Sciencept_PT
oaire.citation.volume02pt_PT
oaire.fundingStream6817 - DCRRNI ID
person.familyNameAlmeida
person.familyNamede Almeida
person.givenNameRui
person.givenNamePedro
person.identifier.ciencia-id0019-4741-59E6
person.identifier.orcid0000-0003-3976-1571
person.identifier.orcid0000-0003-4553-2783
person.identifier.ridH-3861-2015
person.identifier.scopus-author-id56013962900
person.identifier.scopus-author-id57197966195
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.nameFundação para a Ciência e a Tecnologia
rcaap.rightsopenAccesspt_PT
rcaap.typearticlept_PT
relation.isAuthorOfPublication3c6beb7a-3107-4567-a25e-5479b2d39a60
relation.isAuthorOfPublicationfccad92f-684d-46d0-beaf-a1763809b11b
relation.isAuthorOfPublication.latestForDiscoveryfccad92f-684d-46d0-beaf-a1763809b11b
relation.isProjectOfPublication0941c725-4ac9-4fb2-80a2-cffa922e27c7
relation.isProjectOfPublication.latestForDiscovery0941c725-4ac9-4fb2-80a2-cffa922e27c7

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