Airbnb Host Recommendation Engine

dc.contributor.advisor Özgür Özlük
dc.contributor.author Arslan, Batuhan
dc.date.accessioned 2021-12-14T11:21:13Z
dc.date.available 2021-12-14T11:21:13Z
dc.date.issued 2021
dc.description.abstract In this project, a fifth rule is proposed to reveal guests ' comments about hosts using the recommendation system and sentiment analysis for the super hosts' selection for Airbnb. This project is aimed to contribute to Airbnb's selection of Super hosts. In this study, sentiment analysis and comment data are examined, and polarity scores are created for use in suggestion systems. A collaborative filtering method is used for the recommendation system. The FunkSVD algorithm received the best RMSE score. Polarity scores are estimated for each latent user by looking at the host and listing id. The recommendation system developed ranked the polarity scores of hosts for each user.
dc.identifier.citation Arslan, B. (2021). AirBnb Host Recommendation Engine. MEF Üniversitesi Fen Bilimleri Enstitüsü, Büyük Veri Analitiği Yüksek Lisans Programı. ss. 1-21
dc.identifier.uri https://hdl.handle.net/20.500.11779/1694
dc.language.iso en
dc.publisher MEF Üniversitesi Fen Bilimleri Enstitüsü
dc.rights info:eu-repo/semantics/openAccess
dc.subject Öneri Sistemleri, İşbirlikçi Öneri Sistemleri, Duygu Analizi
dc.title Airbnb Host Recommendation Engine
dc.title.alternative AirBnb ev sahibi öneri sistemi
dc.type Master's Degree Project
dspace.entity.type Publication
gdc.author.institutional Arslan, Batuhan
gdc.author.institutional Özlük, Özgür
gdc.coar.access open access
gdc.coar.type text::thesis::master thesis
gdc.description.department Lisansüstü Eğitim Enstitüsü, Büyük Veri Analitiği Yüksek Lisans Programı
gdc.description.publicationcategory YL-Bitirme Projesi
gdc.description.scopusquality N/A
gdc.description.startpage 1-21
gdc.description.wosquality N/A
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