Fast text classification with Naive Bayes method on Apache Spark

Basit Öğe Kaydı
dc.contributor.authorOgul, I.U.
dc.contributor.authorOzcan, C.
dc.contributor.authorHakdagli, O.
dc.date.accessioned2024-09-29T16:16:40Z
dc.date.available2024-09-29T16:16:40Z
dc.date.issued2017
dc.departmentKarabük Üniversitesien_US
dc.description25th Signal Processing and Communications Applications Conference, SIU 2017 -- 15 May 2017 through 18 May 2017 -- Antalya -- 128703en_US
dc.description.abstractThe increase in the number of devices and users online with the transition of Internet of Things (IoT), increases the amount of large data exponentially. Classification of ascending data, deletion of irrelevant data, and meaning extraction have reached vital importance in today's standards. Analysis can be done in various variations such as Classification of text on text data, analysis of spam, personality analysis. In this study, fast text classification was performed with machine learning on Apache Spark using the Naive Bayes method. Spark architecture uses a distributed in-memory data collection instead of a distributed data structure presented in Hadoop architecture to provide fast storage and analysis of data. Analyzes were made on the interpretation data of the Reddit which is open source social news site by using the Naive Bayes method. The results are presented in tables and graphs. © 2017 IEEE.en_US
dc.identifier.doi10.1109/SIU.2017.7960721
dc.identifier.isbn978-150906494-6
dc.identifier.scopus2-s2.0-85026287305en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.urihttps://doi.org/10.1109/SIU.2017.7960721
dc.identifier.urihttps://hdl.handle.net/20.500.14619/9261
dc.indekslendigikaynakScopusen_US
dc.language.isotren_US
dc.publisherInstitute of Electrical and Electronics Engineers Inc.en_US
dc.relation.ispartof2017 25th Signal Processing and Communications Applications Conference, SIU 2017en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectApache Sparken_US
dc.subjectBig dataen_US
dc.subjectClassificationen_US
dc.subjectMachine learningen_US
dc.subjectNaive Bayesen_US
dc.subjectText miningen_US
dc.titleFast text classification with Naive Bayes method on Apache Sparken_US
dc.title.alternativeNaive Bayes Yöntemi ile Apache Spark Üzerinde Hizli Metin Siniflandirmaen_US
dc.typeConference Objecten_US

Dosyalar

Koleksiyon

Scopus İndeksli Yayınlar Koleksiyonu