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Statistical models for categorical data: brief review for applications in ecology

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dc.contributor.authorRamos, Maria do Rosário
dc.contributor.authorOliveira, Manuela M.
dc.contributor.authorBorges, José G.
dc.contributor.authorMcDill, Marc E.
dc.date.accessioned2023-08-02T14:50:27Z
dc.date.available2023-08-02T14:50:27Z
dc.date.issued2015
dc.description.abstractA brief review of statistical models for prediction of categorical data is presented, with emphasis on the binary type. Several methods have been adopted to build predictive models for binary and other types of categorical data and response variables. The focus here is on generalized linear models and generalized additive models, widely applied in problems in Ecology, when the goal is to fit a model to data of presence/absence type or any other categorical response.The estimation methods used for generalized linear models and generalized additive models as well its statistical properties are discussed. Some examples in ecology are addressed.pt_PT
dc.description.sponsorshipResearch of M. Rosário Ramos was partially supported by FCT-Fundação para a Ciência e a Tecnologia, Portugal, through the project PEst OE/MAT/UI0209/2014. Research of Manuela M. Oliveira, Marc E. McDill, and José G. Borges has received funding from ForEAdapt project, funded by the European Union Seventh Framework Programme (FP7-PEOPLE-2010-IRSES) under grant agreement n° PIRSES-GA-2010-269257.pt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.citationRamos, M. R., Oliveira, M. M., Borges, J. G., & McDill, M. E. (2015). Statistical models for categorical data: Brief review for applications in ecology. AIP Conference Proceedings, 1648. https://doi.org/10.1063/1.4913055pt_PT
dc.identifier.doi10.1063/1.4913055pt_PT
dc.identifier.urihttp://hdl.handle.net/10400.2/14721
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.publisherAIP Publishingpt_PT
dc.subjectCategorical datapt_PT
dc.subjectPresence/Absence modelspt_PT
dc.subjectGeneralized linear modelspt_PT
dc.subjectGeneralized additive modelspt_PT
dc.subjectEcologypt_PT
dc.titleStatistical models for categorical data: brief review for applications in ecologypt_PT
dc.typeconference object
dspace.entity.typePublication
oaire.citation.conferencePlaceRhodes, Greecept_PT
oaire.citation.startPage840015pt_PT
oaire.citation.titleICNAAM 2014. AIP Conference Proceedings, International Conference of Numerical Analysis and Applied Mathematicspt_PT
oaire.citation.volume1648pt_PT
person.familyNameRamos
person.givenNameMaria do Rosário
person.identifier206757
person.identifier.ciencia-id3A1F-E648-078D
person.identifier.orcid0000-0001-9114-0807
person.identifier.ridP-4530-2015
person.identifier.scopus-author-id54403639500
rcaap.rightsrestrictedAccesspt_PT
rcaap.typeconferenceObjectpt_PT
relation.isAuthorOfPublicationc6cdb7b7-607d-4775-947f-d153ff6dded2
relation.isAuthorOfPublication.latestForDiscoveryc6cdb7b7-607d-4775-947f-d153ff6dded2

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