Immune Plasma Programming: A new evolutionary computation-based automatic programming method

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dc.authoridARSLAN, SIBEL/0000-0003-3626-553X
dc.contributor.authorArslan, Sibel
dc.date.accessioned2024-10-26T18:02:22Z
dc.date.available2024-10-26T18:02:22Z
dc.date.issued2024
dc.departmentSivas Cumhuriyet Üniversitesi
dc.description.abstractImmune plasma therapy, one of the treatment modalities, has proven effective in combating the now rapidly spreading COVID-19 and many other pandemics. The immune plasma algorithm (IPA), inspired by the application phases of this treatment modality, is a recently proposed metaheuristic algorithm. Since its introduction, it has achieved promising results in engineering applications. In this paper, we propose for the first time immune plasma programming (IPP) based on the structure of IPA as a new evolutionary computation -based automatic programming (AP) method. It is compared with well-known AP methods such as artificial bee colony programming, genetic programming, and cartesian ant programming using symbolic regression test problems. It is also compared with baseline methods, many of which are based on recurrent neural networks and a real-word problem is solved. The control parameters of IPP are also tuned separately. The results of the experiments and statistical tests have shown that the prediction accuracy and convergence speed of the models produced by IPP are high. Therefore, IPP has been proposed as a method that can be used to solve various problems.
dc.identifier.doi10.1016/j.asoc.2023.111204
dc.identifier.issn1568-4946
dc.identifier.issn1872-9681
dc.identifier.scopus2-s2.0-85183359238
dc.identifier.scopusqualityQ1
dc.identifier.urihttps://doi.org/10.1016/j.asoc.2023.111204
dc.identifier.urihttps://hdl.handle.net/20.500.12418/28096
dc.identifier.volume152
dc.identifier.wosWOS:001165389400001
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherElsevier
dc.relation.ispartofApplied Soft Computing
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.subjectAutomatic programming
dc.subjectImmune plasma programming
dc.subjectImmune plasma algorithm
dc.subjectGenetic programming
dc.subjectSymbolic regression
dc.titleImmune Plasma Programming: A new evolutionary computation-based automatic programming method
dc.typeArticle

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