492
Views
15
CrossRef citations to date
0
Altmetric
Original Articles

A data-driven approach to exploring similarities of tourist attractions through online reviews

ORCID Icon &
Pages 94-118 | Received 05 Apr 2018, Accepted 18 Jun 2018, Published online: 06 Aug 2018

References

  • Adams, B., and M. Raubal 2014. “Identifying Salient Topics for Personalized Place Similarity.” In Research@Locate14, edited by S. Winter and C. Rizos, 1–12. Aachen: CEUR-WS. http://ceur-ws.org/Vol-1142/.
  • Adams, B., G. McKenzie, and M. Gahegan. 2015. “Frankenplace: Interactive Thematic Mapping for Ad Hoc Exploratory Search.” In Proceedings of the 24th International Conference on World Wide Web, 12–22. Republic and Canton of Geneva: International World Wide Web Conferences Steering Committee.
  • Adams, B., and M. Grant. 2013. “Inferring Thematic Places from Spatially Referenced Natural Language Descriptions.” In Crowdsourcing Geographic Knowledge, edited by D. Sui, S. Elwood, and M. Goodchild, 201–221. Dordrecht: Springer.
  • Arsal, I., S. Backman, and E. Baldwin. 2008. “Influence of an Online Travel Community on Travel Decisions“. In Information and Communication Technologies in Tourism 2008, edited by P. O'Connor, W. Höpken, and U. Gretzel, 82–93. Vienna: Springer.
  • Ayeh, Julian K, Norman Au, and Rob Law. 2013. ““Do We Believe in TripAdvisor?” Examining Credibility Perceptions and Online Travelers Attitude toward Using User-Generated Content.” Journal of Travel Research 52 (4): 437–452. doi:10.1177/0047287512475217
  • Ballatore, A., and B. Adams. 2015. “Extracting Place Emotions from Travel Blogs.” In 18th AGILE International Conference on Geographic Information Science, edited by F. Bacao, M. Y. Santos, and M. Painho, 1–5. Switzerland: Springer.
  • Banerjee, Snehasish, and Alton YK Chua. 2016. “In Search of Patterns among Travellers’ Hotel Ratings in TripAdvisor.” Tourism Management 53: 125–131. doi:10.1016/j.tourman.2015.09.020
  • Blei, D. M., A. Y. Ng, and M. I. Jordan. 2003. “Latent Dirichlet Allocation.” Journal of Machine Learning Research 3 (Jan): 993–1022.
  • Blei, David M. 2012. “Probabilistic Topic Models.” Communications of the ACM 55 (4): 77–84. doi:10.1145/2133806.2133826
  • Borra`S, Joan, Antonio Moreno, and Aida Valls. 2014. “Intelligent Tourism Recommender Systems: A Survey.” Expert Systems with Applications 41 (16): 7370–7389. doi:10.1016/j.eswa.2014.06.007
  • Calantone, Roger J, C Anthony Di Benedetto, Ali Hakam, and David C Bojanic. 1989. “Multiple Multinational Tourism Positioning Using Correspondence Analysis.” Journal of Travel Research 28 (2): 25–32. doi:10.1177/004728758902800207
  • Dolnicar, Sara, Christian Laesser, and Katrina Matus. 2009. “Online versus Paper: Format Effects in Tourism Surveys.” Journal of Travel Research 47 (3): 295–316. doi:10.1177/0047287508326506
  • Fang, Bin, Qiang Ye, Deniz Kucukusta, and Rob Law. 2016. “Analysis of the Perceived Value of Online Tourism Reviews: Influence of Readability and Reviewer Characteristics.” Tourism Management 52: 498–506. doi:10.1016/j.tourman.2015.07.018
  • Filieri, Raffaele, Salma Alguezaui, and Fraser McLeay. 2015. “Why Do Travelers Trust TripAdvisor? Antecedents of Trust Towards Consumer-Generated Media and Its Influence on Recommendation Adoption and Word of Mouth.” Tourism Management 51: 174–185. doi:10.1016/j.tourman.2015.05.007
  • Firth, J. R. 1957. “A Synopsis of Linguistic Theory, 1930-1955.” In Studies in Linguistic Analysis, 1–32. London: Blackwell.
  • Gao, Song, Krzysztof Janowicz, Daniel R Montello, Yingjie Hu, Jiue-An Yang, Grant McKenzie, Yiting Ju, Li Gong, Benjamin Adams, and Bo Yan. 2017. “A Data-Synthesis-Driven Method for Detecting and Extracting Vague Cognitive Regions.” International Journal of Geographical Information Science 1–27. doi:10.1080/13658816.2016.1273357
  • Hall, D., D. Jurafsky, and C. D. Manning. 2008. “Studying the History of Ideas Using Topic Models.” In Proceedings of the Conference on Empirical Methods in Natural Language Processing, 363–371. Stroudsburg, PA: Association for Computational Linguistics.
  • Hays, Stephanie, Stephen John Page, and Dimitrios Buhalis. 2013. “Social Media as a Destination Marketing Tool: Its Use by National Tourism Organisations.” Current Issues in Tourism 16 (3): 211–239. 10.1080/13683500.2012.662215
  • Hung, Kam, and Rob Law. 2011. “An Overview of Internet-Based Surveys in Hospitality and Tourism Journals.” Tourism Management 32 (4): 717–724. doi:10.1016/j.tourman.2010.05.027
  • Kim, Junchul, Maria Vasardani, and Stephan Winter. 2017. “Similarity Matching for Integrating Spatial Information Extracted from Place Descriptions.” International Journal of Geographical Information Science 31 (1): 56–80. doi:10.1080/13658816.2016.1188930
  • Lee, Hee Andy, Rob Law, and Jamie Murphy. 2011. “Helpful Reviewers in TripAdvisor, an Online Travel Community.” Journal of Travel & Tourism Marketing 28 (7): 675–688. doi:10.1080/10548408.2011.611739
  • Lin, Jianhua. 1991. “Divergence Measures Based on the Shannon Entropy.” IEEE Transactions on Information Theory 37 (1): 145–151. doi:10.1109/18.61115
  • Lu, E., H. Chan, C. Yu Chen, and V. S. Tseng. 2012. “Personalized Trip Recommendation with Multiple Constraints by Mining User Check-In Behaviors.” In Proceedings of the 20th International Conference on Advances in Geographic Information Systems, 209–218. New York, NY: ACM.
  • Mackay, T. 2014. The remarkable similarities between Australia & Canada. https://www.linkedin.com/pulse/20141001234402-10016207-the-remarkable-/similarities-between-australia-canada.
  • Marine-Roig, E., and S. A. Clavé. 2016. “Destination Image Gaps Between Official Tourism Websites and User-Generated Content“. In Information and Communication Technologies in Tourism 2016, edited by A. Inversini and R. Schegg, 253–265. Cham: Springer.
  • McCallum, A. K. 2002. Mallet: A Machine Learning for Language Toolkit. http://mallet.cs.umass.edu
  • McKenzie, G., and K. Janowicz. 2017. “The Effect of Regional Variation and Resolution on Geosocial Thematic Signatures for Points of Interest.” In Societal Geo-innovation. AGILE 2017, edited by A. Bregt, T. Sarjakoski, R. van Lammeren, and F. Rip, 237–256. Cham: Springer.
  • McKenzie, Grant, Krzysztof Janowicz, Song Gao, Jiue-An Yang, and Yingjie Hu. 2015b. “POI Pulse: A Multi-Granular, Semantic Signature–Based Information Observatory for the Interactive Visualization of Big Geosocial Data.” Cartographica: the International Journal for Geographic Information and Geovisualization 50 (2): 71–85. doi:10.3138/cart.50.2.2662
  • McKenzie, Grant, Krzysztof Janowicz, Song Gao, and Li Gong. 2015a. “How Where Is When? on the Regional Variability and Resolution of Geosocial Temporal Signatures for Points of Interest.” Computers, Environment and Urban Systems 54: 336–346. doi:10.1016/j.compenvurbsys.2015.10.002
  • Menner, T., W. H¨Opken, M. Fuchs, and M. Lexhagen. 2016. “Topic Detection: Identifying Relevant Topics in Tourism Reviews.” In Information and Communication Technologies in Tourism 2016, edited by A. Inversini and R. Schegg, 411–423. Cham: Springer.
  • Mikolov, T., K. Chen, G. Corrado, and J. Dean. 2013. “Efficient Estimation of Word Representations in Vector Space.” arXiv preprint arXiv:1301.3781.
  • Nielsen Company LLC. 2016. “Global Connected Commerce Survey.” Insights Report. http://www.nielsen.com/us/en/insights/reports/2016/global-connected-commerce.html
  • O’Connor, P. 2008. “User-Generated Content and Travel: A Case Study on Tripadvisor.Com.” In Information and Communication Technologies in Tourism 2008, edited by P. O’Connor, W. Höpken, and U. Gretzel, 47–58. Vienna: Springer.
  • Pan, Bing, Tanya MacLaurin, and John C. Crotts. 2007. “Travel Blogs and The Implications for Destination Marketing.” Journal Of Travel Research 46 (1): 35–45. doi:10.1177/0047287507302378
  • Porter, Martin F. 1980. “An Algorithm for Suffix Stripping.” Program 14 (3): 130–137. doi:10.1108/eb046814
  • Preo¸tiuc-Pietro, D., J. Cranshaw, and T. Yano. 2013. “Exploring Venue-Based City-Tocity Similarity Measures.” In Proceedings of the 2nd ACM SIGKDD International Workshop on Urban Computing, Article No. 16. new York, NY: ACM.
  • Rahmani, K., J. Gnoth, and D. Mather. 2017. “Tourists? Participation on Web 2.0: A Corpus Linguistic Analysis of Experiences.” Journal of Travel Research 1–13. doi:10.1177/0047287517732425.
  • Reid, S. R. M. 2014. “Lost in Translation: Ethnocentric Tendency in Website Communication.” International Journal of Cultural and Digital Tourism 1: 1.
  • Rosch, E. 1978. “Principles of Categorization.” In Cognition and Categorization, edited by E. Rosch and B. B. Lloyd, 27–48. Hillsdale, NJ: Erlbaum.
  • Schuckert, Markus, Xianwei Liu, and Rob Law. 2016. “Insights into Suspicious Online Ratings: Direct Evidence from TripAdvisor.” Asia Pacific Journal of Tourism Research 21 (3): 259–272. doi:10.1080/10941665.2015.1029954
  • Shin, S., N. Chung, D. Kang, and C. Koo. 2016. “How Far, How near Psychological Distance Matters in Online Travel Reviews: A Test of Construal-Level Theory.” In Information and Communication Technologies in Tourism 2016, In Information and Communication Technologies in Tourism 2016, edited by A. Inversini and R. Schegg, 355–368. Cham: Springer.
  • Shin, Seung-Hun, Sung-Byung Yang, Kichan Nam, and Chulmo Koo. 2017. “Conceptual Foundations of a Landmark Personality Scale Based on a Destination Personality Scale: Text Mining of Online Reviews.” Information Systems Frontiers 19 (4): 743–752. doi:10.1007/s10796-016-9725-z
  • Sparks, Beverley A., Helen E. Perkins, and Ralf Buckley. 2013. “Online Travel Reviews as Persuasive Communication: The Effects Of Content Type, Source, and Certification Logos on Consumer Behavior.” Tourism Management 39: 1–9. doi:10.1016/j.tourman.2013.03.007
  • Toral, S. L., M. R. Martínez-Torres, and M. R. Gonzalez-Rodriguez. 2017. “Identification of the Unique Attributes of Tourist Destinations from Online Reviews.” Journal of Travel Research . doi:10.1177/0047287517724918.
  • Tourism New Zealand. 2016. About the Industry. Online. http://www.tourismnewzealand.com/about/about-the-industry/.
  • TripAdvisor, Inc. 2017. “About TripAdvisor: Log Statistics.” Accessed November 24. https://tripadvisor.mediaroom.com/US-about-us.
  • Urry, John. 1992. “The Tourist Gaze? Revisited?” American Behavioral Scientist 36 (2): 172–186. doi:10.1177/0002764292036002005
  • Vermeulen, Ivar E, and Daphne Seegers. 2009. “Tried and Tested: The Impact of Online Hotel Reviews on Consumer Consideration.” Tourism Management 30 (1): 123–127. doi:10.1016/j.tourman.2008.04.008
  • Ward, Joe H Jr. 1963. “Hierarchical Grouping to Optimize an Objective Function.” Journal of the American Statistical Association 58 (301): 236–244. doi:10.1080/01621459.1963.10500845
  • Wattenberg, Martin P. 1982. “Party Identification and Party Images: A Comparison of Britain, Canada, Australia, and the United States.” Comparative Politics 15 (1): 23–40. doi:10.2307/421577
  • Xiang, Zheng, and Ulrike Gretzel. 2010. “Role of Social Media in Online Travel Information Search.” Tourism Management 31 (2): 179–188. doi:10.1016/j.tourman.2009.02.016
  • Yan, B., K. Janowicz, G. Mai, and S. Gao. 2017. “From ITDL to Place2Vec–Reasoning about Place Type Similarity and Relatedness by Learning Embeddings from Augmented Spatial Contexts.” In Proceedings of the 25th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (SIGSPATIAL'17), edited by Erik Hoel, Shawn Newsam, Siva Ravada, Roberto Tamassia, and Goce Trajcevski, Article No. 35. New York, NY: ACM.
  • Zhang, Binru, Xiankai Huang, Nao Li, and Rob Law. 2017. “A Novel Hybrid Model for Tourist Volume Forecasting Incorporating Search Engine Data.” Asia Pacific Journal of Tourism Research 22 (3): 245–254. doi:10.1080/10941665.2016.1232742
  • Zhou, S., S. Winter, M. Vasardani, and S. Zhou. 2017. “Place Descriptions by Landmarks.” Journal of Spatial Science 62 (1): 47–67.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.