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https://hdl.handle.net/20.500.14279/19383
Τίτλος: | A data analytics approach to online tourists' reviews evaluation | Συγγραφείς: | Christodoulou, Evripides Gregoriades, Andreas Papapanayides, Savvas |
Major Field of Science: | Natural Sciences | Field Category: | Computer and Information Sciences | Λέξεις-κλειδιά: | Ordinal Logistic Regression;Sentiment Analysis;Topic Analysis;Tourists' Reviews | Ημερομηνία Έκδοσης: | Μαΐ-2020 | Πηγή: | 22nd International Conference on Enterprise Information Systems, 5-7 May 2020 | Link: | https://www.scitepress.org/Link.aspx?doi=10.5220%2f0009361000990105 | Conference: | International Conference on Enterprise Information Systems | Περίληψη: | This paper utilizes online data of tourists' reviews from TripAdvisor to identify patterns with regards to sentiment and topics discussed by tourists that visit Cyprus, along with the investigation of the effect of tourist culture and purchasing power on reviews' polarity, using logistic regression. The analysis uses natural language processing using the LDA technique and Naïve Bayes sentiment analysis. For the data collection, custom-made python scripts were used. Ordinal logistic regression is used to identify differences among the types of tourists visiting Cyprus, in accordance to culture and purchasing power. | URI: | https://hdl.handle.net/20.500.14279/19383 | ISBN: | 978-989-758-423-7 | Rights: | © by SCITEPRESS CC BY-NC-ND 4.0 Attribution-NonCommercial-NoDerivatives 4.0 International |
Type: | Conference Papers | Affiliation: | Cyprus University of Technology American University of Bahrain |
Publication Type: | Peer Reviewed |
Εμφανίζεται στις συλλογές: | Δημοσιεύσεις σε συνέδρια /Conference papers or poster or presentation |
Αρχεία σε αυτό το τεκμήριο:
Αρχείο | Περιγραφή | Μέγεθος | Μορφότυπος | |
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ICEIS_2020_61.pdf | Fulltext | 457.61 kB | Adobe PDF | Δείτε/ Ανοίξτε |
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