Big Data-based Sentiment Analysis on TripAdvisor Reviews Using Naïve Bayes Classification
A Case Study on Luxury Resort in Bali
DOI:
https://doi.org/10.36276/mws.v23i1.864Keywords:
Sentiment Analysis, Big Data, TripAdvisor, Naïve Bayes, Luxury Resort, BaliAbstract
This research aims to analyze the sentiment of tourist reviews on the TripAdvisor platform towards a luxury resort in Bali by utilizing the Naïve Bayes classification method. The review data is analyzed to identify positive, negative, and neutral sentiments. Three variants of Naïve Bayes algorithm (GaussianNB, MultinomialNB, and BernoulliNB) were implemented and evaluated for performance. The results showed that the GaussianNB model provided the highest classification accuracy of 0.89. Further analysis revealed that the model effectively identified positive sentiments, but had challenges in classifying negative and neutral sentiments. Word cloud visualization confirmed the focus of positive reviews on aspects of accommodation, service and facilities, which can serve as a reference for the hospitality industry. This study concludes that big data-based sentiment analysis is an important tool for understanding customer perceptions, noting the need for further model development to improve the identification of minority sentiments.
References
Agarwal, P. N. (2024). Improving sentiment analysis accuracy in Hinglish text using hybrid deep learning approaches. Educational Administration: Theory and Practice, 30(11), 741–750. https://doi.org/10.53555/kuey.v30i11.8739
Ananda, C. G., Fatimah, D. P., & Nugraha, R. N. (2023). Pengaruh kualitas pelayanan front office terhadap kepuasan. Jurnal Daya Saing, 9(1), 92–104.
Baskoro, B. B., Susanto, I., Khomsah, S., Informatika, P., Sains Data, P., Teknologi Telkom Purwokerto Jl Panjaitan, I. D. I., & Tengah, J. (2021). Analisis sentimen pelanggan hotel di Purwokerto menggunakan metode random forest dan TF-IDF (Studi kasus: Ulasan pelanggan pada situs TRIPADVISOR). Journal of Informatics, Information System, Software Engineering and Applications, 3(2), 21–29. https://doi.org/10.20895/INISTA.V3I2
Ciptasari, D. A., Pitanatri, D. S., & Adinda, C. (2024). The influence of social media marketing Instagram and electronic word of mouth TripAdvisor on purchase interest at The Stones, Legian-Bali. Indonesian Journal of Applied and Industrial Sciences (ESA), 3(4), 369–380. https://doi.org/10.55927/esa.v3i4.9821
Fikri, M. I., Sabrila, T. S., Azhar, Y., & Malang, U. M. (2020). Perbandingan metode Naïve Bayes dan Support Vector Machine pada analisis sentimen Twitter. SMATIKA Jurnal, 71–76.
Harefa, N. H., Sihombing, M., & Harahap, K. (2022). Analisis strategi bersaing Hotel Soliga dalam menghadapi persaingan industri perhotelan di Kota Gunungsitoli, Sumatera Utara. Journal of Business Administration (JBA), 1(2).
I Gusti Ayu Made Agung Mas Andriani Pratiwi. (2024). Analisis pengaruh faktor pariwisata terhadap pertumbuhan ekonomi di Provinsi Bali. http://journal.unmasmataram.ac.id/index.php/GARA
Jayanti, & Yulianthini. (2022). Pengaruh fasilitas serta kualitas pelayanan terhadap kepuasan pelanggan domestik objek wisata Taman Air Tirtagangga. Jurnal Manajemen Perhotelan dan Pariwisata, 3.
Herza, F. M., Rahmat, B., Haromainy, M. M., & Universitas Pembangunan Nasional. (2024). Pengaruh RFE terhadap logistic regression dan support vector machine pada analisis sentimen Hotel Shangri-La Surabaya. Jurnal Mahasiswa Teknik Informatika, 8(6).
Nadeak, J. M. F., Putri, D. D., Gunawan, A. A., Gunawan, A., Fauziah, S., Ziva, F. N., Afifah, L. K., & Sulistiobudi, R. A. (2023). Analisis pentingnya online customer review dalam mempengaruhi keputusan pembelian produk gadget. Jurnal Nusantara Aplikasi Manajemen Bisnis, 8(2), 251–267. https://doi.org/10.29407/nusamba.v8i2.17553
Permana, F. C., Rosmansyah, Y., & Abdullah, A. S. (2017). Naive Bayes as opinion classifier to evaluate students satisfaction based on student sentiment in Twitter social media. Journal of Physics: Conference Series, 893(1), 012051. https://doi.org/10.1088/1742-6596/893/1/012051
Pitanatri, P. D. S., Adnyani, N. W. G., Kartini, L. P., & Valeri, M. (2025). Travel motivations, preferences, and characteristics of women solo travelers in Bali. Journal of Applied Sciences in Travel and Hospitality, 8(1), 63–78. https://doi.org/10.31940/jasth.v8i1.63-78
Pitanatri, P. D. S., Darmawijaya, I. G., Adinda, C., Priliani, N. L. D., & Pratiwi, K. A. D. (2024). Women’s solo travel and gender equality: Insights from Labuan Bajo according to the SDG. Journal of Lifestyle and SDGs Review, 4(2), e01822. https://doi.org/10.55927/jlsdgr.v4i2.1822
Rahayu, S. (2023). Strategi pemasaran produk dalam meningkatkan kepuasan pelanggan. Jurnal Penelitian dan Pengkajian Ilmiah Sosial Budaya, 2(1), 109–113. https://doi.org/10.47233/jppisb.v2i1.705
Seimahuira, S. (2021). Implementasi datamining dalam menentukan destinasi unggulan. Technologia, 12(1), 53–58.
Sugiarta, K. R., Pitanatri, P. D. S., & Adyatma, P. (2024). The influence of TripAdvisor reviews and social media marketing through Instagram on brand image at InterContinental Bali Sanur Resort. Indonesian Journal of Interdisciplinary Research in Science and Technology, 2(8), 1255–1270. https://doi.org/10.55927/marcopolo.v2i8.10878
Teguh, M., Selvy, & Ciawati, T. (2020). Perancangan strategi digital marketing communication bagi industri perhotelan dalam menjawab tantangan era posmoderen. Jurnal Magister Ilmu Komunikasi, 6(1), 51–134. http://journal.ubm.ac.id/
Thung, M. F., Tjahjowidodo, B. T., & Wijaya, S. (2021). Analisis kepuasan konsumen hotel bintang 2 dan bintang 5 di Surabaya: Penerapan proses text-mining atas ulasan daring konsumen. Jurnal Manajemen Pemasaran, 15(1), 1–9. https://doi.org/10.9744/pemasaran.15.1.1─9
Yousef, M., & Alali, A. (2022). Analysis and evaluation of two feature selection algorithms in improving the performance of the sentiment analysis model of Arabic tweets. International Journal of Advanced Computer Science and Applications (IJACSA), 13(6). https://www.ijacsa.thesai.org
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