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Dubai Restaurants: A Sentiment Analysis of Tourist Reviews

Author

Listed:
  • Vinaitheerthan Renganathan

    (Banasthali Vidyapith, India)

  • Amitabh Upadhya

    (American College of Dubai, UAE)

Abstract

An enormous amount of information is available on innumerable travel websites, social media and blogs, of which a large part is user-generated content. This web content holds great potential to assess visitor sentiment at a destination; as this identifies a need for building automated systems to extract unknown sentiments from these sources. Sentiment analysis, which includes text mining and natural language processing (NLP) techniques, helps in extracting related sentiments from the data thus stored, in unstructured formats. The extracted sentiment would facilitate better tourist decision making and improve customer service and new product development for tourism enterprises. This study presents a sentiment analysis model to extract the hidden sentiments from tourist reviews about restaurants in Dubai that will guide visitors to the city in taking suitable dining decisions. Sentiment analysis is carried out by extracting tourist reviews about restaurants in Dubai using a web scraping method using text mining techniques with the help of the R statistical software package. The resultant data is further analysed by sentiment analysis tools to extract the hidden sentiments, which are categorized under eight heads. The sentiment analysis helped uncover hidden sentiments along with the frequency of each sentiment category. It also helped to find the difference between tourist sentiment scores with respect to different categories of restaurants. The paper provides a sentiment analysis model which can be used in the future to extract the reviews related to other tourism products besides restaurants, such as accommodation, attractions and accessibility.

Suggested Citation

  • Vinaitheerthan Renganathan & Amitabh Upadhya, 2021. "Dubai Restaurants: A Sentiment Analysis of Tourist Reviews," Academica Turistica - Tourism and Innovation Journal, University of Primorska Press, vol. 14(2), pages 165-174.
    • Handle: RePEc:prp:jattij:v:14:y:2021:i:2:p:165-174
    DOI: 10.26493/2335-4194.14.165-174
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    References listed on IDEAS

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    1. Xiang, Zheng & Pan, Bing, 2011. "Travel queries on cities in the United States: Implications for search engine marketing for tourist destinations," Tourism Management, Elsevier, vol. 32(1), pages 88-97.
    2. Marcello M. Mariani & Rodolfo Baggio & Dimitrios Buhalis & Christian Longhi, 2014. "Tourism management, marketing and development: the importance of networks and ICTs," Post-Print halshs-00924725, HAL.
    3. Marcello M. Mariani & Rodolfo Baggio & Dimitrios Buhalis & Christian Longhi (ed.), 2014. "Tourism Management, Marketing, and Development," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-137-35435-8, June.
    4. Kim, Kun & Park, Oun-joung & Yun, Seunghyun & Yun, Haejung, 2017. "What makes tourists feel negatively about tourism destinations? Application of hybrid text mining methodology to smart destination management," Technological Forecasting and Social Change, Elsevier, vol. 123(C), pages 362-369.
    5. Godnov, Uroš & Redek, Tjaša, 2016. "Application of text mining in tourism: Case of Croatia," Annals of Tourism Research, Elsevier, vol. 58(C), pages 162-166.
    6. Xiang, Zheng & Gretzel, Ulrike, 2010. "Role of social media in online travel information search," Tourism Management, Elsevier, vol. 31(2), pages 179-188.
    7. Xiang, Zheng & Magnini, Vincent P. & Fesenmaier, Daniel R., 2015. "Information technology and consumer behavior in travel and tourism: Insights from travel planning using the internet," Journal of Retailing and Consumer Services, Elsevier, vol. 22(C), pages 244-249.
    8. Craig Standing & Jean‐pierre Tang‐taye & Michel Boyer, 2014. "The Impact of the Internet in Travel and Tourism: A Research Review 2001–2010," Post-Print hal-01243414, HAL.
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    1. Camelia Surugiu & Marius-Răzvan Surugiu & Cătălin Grădinaru, 2023. "Targeting Creativity Through Sentiment Analysis: A Survey on Bucharest City Tourism," SAGE Open, , vol. 13(2), pages 21582440231, April.

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