A NOVEL MULTIPLICATIVE NEURON MODEL BASED ON SINE COSINE ALGORITHM FOR TIME SERIES PREDICTION

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dc.contributor.authorKolay, Erdinç
dc.date.accessioned2025-03-23T19:11:51Z
dc.date.available2025-03-23T19:11:51Z
dc.date.issued2019
dc.departmentSinop Üniversitesi
dc.description.abstractTime series prediction is a method to predict the system behavior in the future based on current given data. Neural Networks(NNs) approach is a well-known technique that is useful for time series prediction. In the literature many NN models such asMultilayer Perceptron (MLP), Pi-Sigma NN (PSNN), Recurrent NN etc. are proposed for solving time series prediction. In thispaper, we use Multiplicative Neuron Model (MNM) to predict time series. For training this model, we propose to use newlydeveloped evolutionary optimization algorithm called Sine Cosine algorithm (SCA), and this algorithm has not been used asfar as we know in training the MNM. The proposed SCA-MNM model is employed for the well-known time series problems.In this paper, the application of the SCA-MNM on time prediction is illustrated using two mostly used datasets Mackey-Glasstime series dataset, Box-Jenkins gas furnace dataset. To investigate the effect of the proposed SCA-MNM model, comparisonsare made with some of the results given in the literature.
dc.identifier.doi10.18038/aubtda.443510
dc.identifier.endpage160
dc.identifier.issn2667-4211
dc.identifier.issue2
dc.identifier.startpage153
dc.identifier.trdizinid359222
dc.identifier.urihttps://doi.org/10.18038/aubtda.443510
dc.identifier.urihttps://search.trdizin.gov.tr/tr/yayin/detay/359222
dc.identifier.urihttps://hdl.handle.net/11486/3676
dc.identifier.volume20
dc.indekslendigikaynakTR-Dizin
dc.institutionauthorKolay, Erdinç
dc.language.isoen
dc.relation.ispartofEskişehir Technical University Journal of Science and and Technology A- Applied Sciences and Engineering
dc.relation.publicationcategoryMakale - Ulusal Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/openAccess
dc.snmzKA_TR_20250323
dc.subjectMühendislik
dc.subjectElektrik ve Elektronik
dc.subjectBilgisayar Bilimleri
dc.subjectYazılım Mühendisliği
dc.subjectBilgisayar Bilimleri
dc.subjectSibernitik
dc.subjectBilgisayar Bilimleri
dc.subjectBilgi Sistemleri
dc.subjectBilgisayar Bilimleri
dc.subjectDonanım ve Mimari
dc.subjectBilgisayar Bilimleri
dc.subjectTeori ve Metotlar
dc.subjectBilgisayar Bilimleri
dc.subjectYapay Zeka
dc.titleA NOVEL MULTIPLICATIVE NEURON MODEL BASED ON SINE COSINE ALGORITHM FOR TIME SERIES PREDICTION
dc.typeArticle

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