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Big Data Testing Framework for Recommendation Systems in e-Science and e-Commerce Domains

dc.contributor.authorUzun-Per, Meryem
dc.contributor.authorCan, Ali Burak
dc.contributor.authorGurel, Ahmet Volkan
dc.contributor.authorAktas, Mehmet S.
dc.date.accessioned2026-06-27T14:45:07Z
dc.date.issued2021
dc.description.abstractSoftware testing is an important process to evaluate whether the developed software applications meet the required specifications. There is an emerging need for testing frameworks for big data software projects to ensure the quality of the big data applications and satisfy the user requirements. In this study, we propose a software testing framework that can be utilized in big data projects both in e-science and e-commerce. In particular, we design the proposed framework to test big data-based recommendation applications. To show the usability of the proposed framework, we provide a reference prototype implementation and use the prototype to test a big data recommendation application. We apply the prototype implementation to test both functional and non-functional methods of the recommendation application. The results indicate that the proposed testing framework is usable and efficient for testing the recommendation systems that use big data processing techniques.en
dc.description.sponsorshipBiletBank RD Center
dc.description.urihttps://doi.org/10.1109/bigdata52589.2021.9672082
dc.identifier.doi10.1109/bigdata52589.2021.9672082
dc.identifier.endpage2361
dc.identifier.isbn978-1-6654-3902-2
dc.identifier.issn2639-1589
dc.identifier.startpage2353
dc.identifier.urihttps://hdl.handle.net/20.500.14981/64313
dc.identifier.wos000800559502059
dc.language.isoeng
dc.publisherIEEE
dc.relation.conference9th IEEE International Conference on Big Data (IEEE BigData)
dc.relation.ispartof2021 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA)
dc.subjecttesting framework
dc.subjecttesting for big data projects
dc.subjectrecommendation systems
dc.subjectbig data algorithms
dc.subjectdistributed systems
dc.subjectSpark MLlib
dc.subjectComputer Science
dc.titleBig Data Testing Framework for Recommendation Systems in e-Science and e-Commerce Domains
dc.typeProceedings Paper
dspace.entity.typePublication
local.import.sourceWOS

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