Medical model estimation with particle swarm optimization

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dc.contributor.authorSarı, Murat
dc.contributor.authorAhmad, Arshed
dc.contributor.authorUslu, Hande
dc.contributor.departmentOthertr_TR
dc.contributor.facultyOthertr_TR
dc.date.accessioned2021-11-30T08:17:20Z
dc.date.available2021-11-30T08:17:20Z
dc.date.issued2021-06-30
dc.description.abstractIn this paper, a nonlinear medical model based on observational variables has been produced and the particle swarm optimization (PSO) technique, which is an effective technique to predict optimum parameters of the biomedical model, has been used. This study has been conducted on a dataset consisting of 539 subjects. For comparison purposes, nonlinear regression analysis, nonlinear deep learning, and nonlinear regression neural network methods are also considered and the PSO results appear to be slightly better than that of other methods. Built on observational variables and findings, the model is expected to be a good guide for healthcare professionals in diagnosing pathologies and planning treatment programs for their patients. It is therefore strongly believed that the article will be particularly useful for those interested in emerging biomedical models in various medical modelling areas such as infectious and hematological diseases such as anemia.tr_TR
dc.description.indexTrdizintr_TR
dc.identifier.endpage482tr_TR
dc.identifier.issn/e-issn2618-6470
dc.identifier.issue1tr_TR
dc.identifier.startpage468tr_TR
dc.identifier.urihttps://doi.org/10.31801/cfsuasmas.644071tr_TR
dc.identifier.urihttp://hdl.handle.net/20.500.12575/76496
dc.identifier.volume70tr_TR
dc.language.isoentr_TR
dc.publisherAnkara Üniversitesi Fen Fakültesitr_TR
dc.relation.isversionof10.31801/cfsuasmas.644071tr_TR
dc.relation.journalCommunications Faculty of Sciences University of Ankara Series A1 Mathematics and Statisticstr_TR
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Başka Kurum Yazarıtr_TR
dc.subjectAnemiatr_TR
dc.subjectMedical modellingtr_TR
dc.subjectNonlinear modeltr_TR
dc.titleMedical model estimation with particle swarm optimizationtr_TR
dc.typeArticletr_TR

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Cilt:70 Sayı:01 (2021)