An Online Shoppers Purchasing Intention Model Based on Ensemble Learning

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dc.authorscopusid57214011617
dc.authorscopusid58876574800
dc.authorscopusid57220960559
dc.contributor.authorKarakaya, A.
dc.contributor.authorKarakaya, I.
dc.contributor.authorTemizceri, T.
dc.date.accessioned2024-07-18T20:17:10Z
dc.date.available2024-07-18T20:17:10Z
dc.date.issued2023
dc.description4th International Informatics and Software Engineering Conference, IISEC 2023 -- 21 December 2023 through 22 December 2023 -- -- 196814en_US
dc.description.abstractThe sales trends and the visitors' purchase intention of e-commerce are crucial issues for companies. Therefore, companies want to know whether products are purchased based on customer visits. This study proposes an ensemble learning-based model to analyze customers' purchase intentions for e-commerce companies. It is possible to create a more accurate model using several machine learning methods within a system, which is the ensemble learning approach. The prediction performance of the proposed model is evaluated by different metrics, such as accuracy, precision, recall, AUC, and F-score. This paper aims to improve the purchasing rates of online shopping sites by determining the rate of visitors who intend to purchase but leave the site without taking action by using information such as the click flow of visitors. © 2023 IEEE.en_US
dc.identifier.doi10.1109/IISEC59749.2023.10391024
dc.identifier.isbn9798350318036
dc.identifier.scopus2-s2.0-85184658680en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.urihttps://doi.org/10.1109/IISEC59749.2023.10391024
dc.identifier.urihttps://hdl.handle.net/11411/6415
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherInstitute of Electrical and Electronics Engineers Inc.en_US
dc.relation.ispartof4th International Informatics and Software Engineering Conference - Symposium Program, IISEC 2023en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectE-Commerceen_US
dc.subjectEnsemble Learningen_US
dc.subjectOnline Shoppers' Behavioren_US
dc.subjectE-Learningen_US
dc.subjectElectronic Commerceen_US
dc.subjectPurchasingen_US
dc.subjectSalesen_US
dc.subjectAccurate Modelingen_US
dc.subjectE- Commercesen_US
dc.subjectEnsemble Learningen_US
dc.subjectIntention Modelingen_US
dc.subjectLearning Based Modelsen_US
dc.subjectMachine Learning Methodsen_US
dc.subjectModel-Based Opcen_US
dc.subjectOnline Shopper' Behavioren_US
dc.subjectOnline Shopsen_US
dc.subjectPurchase İntentionen_US
dc.subjectLearning Systemsen_US
dc.titleAn Online Shoppers Purchasing Intention Model Based on Ensemble Learning
dc.typeConference Object

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