Aspect-Based Sentiment Analysis on Social Media Comments (Twitter) : The Attributes of Service Robots in the Hotel and Restaurant Industry

被引:1
|
作者
Acar, Aysegul [1 ]
Turten, Burak [2 ]
Diker, Ersin [3 ]
机构
[1] Karabuk Univ, Dept Recreat Management, Karabuk, Turkiye
[2] Karabuk Univ, Dept Radio Televis & Cinema, Karabuk, Turkiye
[3] Gumushane Univ, Dept Publ Relat, Gumushane, Turkiye
关键词
Word; service robots; sentiment analysis; Twitter; hotel and restaurant industry; EXPERIENCE; BEAUTIFUL; HELPFUL;
D O I
10.1080/1528008X.2024.2386590
中图分类号
F [经济];
学科分类号
02 ;
摘要
Service robots are becoming more prevalent in the service industry, yet the impact they have on customer experiences is not well-documented. This study identified consumer emotions toward service robots in hotels and restaurants, focusing on how specific attributes of these robots affect consumer emotions. Furthermore, it explored which countries generate the most comments on these service robot attributes and the nature of consumer emotions within these regions. Utilizing sentiment analysis, the study examined 52,513 English-language tweets about hotel and restaurant service robots. Additionally, logistic regression analysis helped quantify the impact of robot attributes - categorized as physical, functional, and relational - on different classes of emotions. The findings reveal that customers of restaurants and hotels were most influenced by the physical and relational attributes of service robots, respectively, with functional attributes having the least impact. The logistic regression analysis offered significant insights into how service robot attributes influence consumer experiences in hotels and restaurants.
引用
收藏
页数:26
相关论文
共 50 条
  • [31] Aspect-Based Sentiment Analysis of Twitter Influencers to Predict the Trend of Cryptocurrencies Based on Hybrid Deep Transfer Learning Models
    Jahanbin, Kia
    Chahooki, Mohammad Ali Zare
    IEEE ACCESS, 2023, 11 : 121656 - 121670
  • [32] A Novel Aspect-based Sentiment Analysis Network Model Based on Multilingual Hierarchy in Online Social Network
    Liu, Guangfeng
    Huang, Xianying
    Liu, Xiaoyang
    Yang, Anzhi
    COMPUTER JOURNAL, 2020, 63 (03): : 410 - 424
  • [33] Aspect-Based Extraction and Analysis of Affective Knowledge from Social Media Streams
    Weichselbraun, Albert
    Gindl, Stefan
    Fischer, Fabian
    Vakulenko, Svitlana
    Scharl, Arno
    IEEE INTELLIGENT SYSTEMS, 2017, 32 (03) : 80 - 88
  • [34] A Novel Cascade Model for End-to-End Aspect-Based Social Comment Sentiment Analysis
    Ding, Hengbing
    Huang, Shan
    Jin, Weiqiang
    Shan, Yuan
    Yu, Hang
    ELECTRONICS, 2022, 11 (12)
  • [35] Semisupervised neural biomedical sense disambiguation approach for aspect-based sentiment analysis on social networks
    Grissette, Hanane
    Nfaoui, El Habib
    JOURNAL OF BIOMEDICAL INFORMATICS, 2022, 135
  • [36] Preference mining and fuzzy inference for hotel selection based on aspect-based sentiment analysis from user-generated content
    Yang, Shanshan
    Liao, Huchang
    Koczy, Laszlo T.
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2024,
  • [37] On the use of aspect-based sentiment analysis of Twitter data to explore the experiences of African Americans during COVID-19
    Meghna Chaudhary
    Kristin Kosyluk
    Sylvia Thomas
    Tempestt Neal
    Scientific Reports, 13
  • [38] On the use of aspect-based sentiment analysis of Twitter data to explore the experiences of African Americans during COVID-19
    Chaudhary, Meghna
    Kosyluk, Kristin
    Thomas, Sylvia
    Neal, Tempestt
    SCIENTIFIC REPORTS, 2023, 13 (01)
  • [39] MINING PUBLIC OPINION ON RIDE-HAILING SERVICE PROVIDERS USING ASPECT-BASED SENTIMENT ANALYSIS
    Surjandari, Isti
    Wayasti, Reggia Aldiana
    Zulkarnain
    Laoh, Enrico
    Rus, Annisa Marlin Masbar
    Prawiradinata, Irfan
    INTERNATIONAL JOURNAL OF TECHNOLOGY, 2019, 10 (04) : 818 - 828
  • [40] Social Media Users' Perceptions of a Wearable Mixed Reality Headset During the COVID-19 Pandemic: Aspect-Based Sentiment Analysis
    Jeong, Heejin
    Bayro, Allison
    Umesh, Sai Patipati
    Mamgain, Kaushal
    Lee, Moontae
    JMIR SERIOUS GAMES, 2022, 10 (03):