Analisis Sentimen Objek Wisata Bali Di Google Maps Menggunakan Algoritma Naive Bayes

Dian Siti Utami(1*), Adhitia Erfina(2),

(1) Universitas Nusa Putra
(2) Universitas Nusa Putra
(*) Corresponding Author

Abstract


Bali is one of the most popular tourist destinations in Indonesia because it has a variety of tourist attractions. So this study aims to analyze a tourist review on Google Maps of the most recommended tourist attractions in Bali. The author considers that the review can be used as a data by scrapping data from the Data Miner Website. Then the data that has been extracted is analyzed by predicting a rapid miner using the Naïve Bayes Algorithm, which is considered to have a high enough level of accuracy so that it can determine 5 recommended Bali tourist attractions based on tourist reviews on Google Maps. The results of this study conclude that Nusa Pedina with an accuracy value of 94.64% is the most visited Bali tourist attraction because the accuracy value is superior to Garuda Wisnu Kencana with an accuracy value of 82.86%, edge with an accuracy value of 80%, Pandawa with an accuracy value by 82.86%. The accuracy value is 90.71%, Uluwutu Temple with an accuracy value of 85.54%.

Full Text:

PDF

References


S. W. Jannah, “Analisis Sentimen Review Wisatawan Terhadap Destinasi Wisata Di Indonesia Menggunakan Algoritma Naive Bayes Classifier Berbasis Particle Swarm Optimization,” vol. 3, no. 2, p. 6, 2021.

sudana w, “20 Tempat Wisata Untuk Dikunjungi Bali Bagi Yang Pertama Kali Ke Bali,” 2021. https://www.water-sport-bali.com/20-tempat-wisata-untuk-dikunjungi-bali/ (accessed Jan. 29, 2022).

L. E. García Reyes, “Bab 3 metode penelitian,” J. Chem. Inf. Model., vol. 53, no. 9, pp. 1689–1699, 2013.

bill, “Google Maps (Bahasa Indonesia): Apa itu Google Maps?,” 2021. https://edu.gcfglobal.org/en/tr_id-google-maps/apa-itu-google-maps/1/ (accessed Jan. 29, 2022).

Bustami, “Penerapan Algoritma Naive Bayes Untuk Nasabah Asuransi,” J. Inform., vol. 8, no. 1, pp. 884–898, 2014.

N. R. Wardani and A. Erfina, “Analisis Sentimen Masyarakat Terhadap Layanan Konsultasi Dokter Menggunakan Algoritma Naive Bayes,” Semin. Nas. Sist. Inf. dan Manaj. Inform., pp. 11–18, 2021.

A. Mustofa Hidayat and M. Syafrullah, “Algoritma Naïve Bayes Dalam Analisis Sentimen Untuk Klasifikasi Pada Layanan Internet PT.XYZ,” J. Telemat. MKOM, vol. 9, no. 2, pp. 91–95, 2017.

F. Ratnawati, “Implementasi Algoritma Naive Bayes Terhadap Analisis Sentimen Opini Film Pada Twitter,” INOVTEK Polbeng - Seri Inform., vol. 3, no. 1, p. 50, 2018, doi: 10.35314/isi.v3i1.335.

A. Sari, F. V., & Wibowo, “Analisis Sentimen Pelanggan Toko Online Jd. Id Menggunakan Metode Naïve Bayes Classifier Berbasis Konversi Ikon Emosi,” Simetris J. Tek. Mesin, Elektro dan Ilmu Komput., vol. 2, no. 2, pp. 681–686, 2019.

S. D. Agusti, S. Y. Dahda, N. Hidayah, and A. T. Tektonika, “Analisis Sentiment Isu Pilpres 2019 Dengan Menggunakan Algoritma Naive Bayes,” J. Voice Informatics, vol. 10, no. 1, pp. 1–10, 2021.

deni purbowati, “Metode Penelitian Kualitatif dan Kuantitatif: Mengenal Penelitian Ilmiah,” 2021. https://akupintar.id/info-pintar/-/blogs/metode-penelitian-kualitatif-dan-kuantitatif-mengenal-penelitian-ilmiah (accessed Jan. 29, 2022).

Edelweis Lararenjana, “Google Maps Adalah Layanan Pemetaan Wilayah Melalui Web, Ketahui Manfaatnya | merdeka.com,” Nov. 28, 2020. https://www.merdeka.com/jatim/google-maps-adalah-layanan-pemetaan-wilayah-melalui-web-ketahui-selengkapnya-kln.html (accessed Jan. 29, 2022).

Aldwin Nayoan, “Apa itu Web Scraping? Pengertian, Teknik, dan Manfaatnya,” Jan. 13, 2020. https://www.niagahoster.co.id/blog/web-scraping/ (accessed Jan. 29, 2022).

A. T. J. H, “Preprocessing Text untuk Meminimalisir Kata yang Tidak Berarti dalam Proses Text Mining,” Inform. UPGRIS, vol. 1, pp. 1–9, 2015.

H. K. Siradjuddin, “Penerapan Algoritma Naïve Bayes Untuk Memprediksi Tingkat Kualitas Kesuburan ( Fertility ),” J. Ilm., no. September, pp. 1–14, 2015.

cik hasan bisri and M. U. Bandung, “Alokasi Hukum Islam dalam Sistem Hukum Nasional,” Pus. Penelit. dan Pnb. LP2M UIN Sunan Gunung Djati Bandung, Jan. 2018, Accessed: Jan. 29, 2022. [Online]. Available: https://www.academia.edu/38215578/Alokasi_Hukum_Islam_dalam_Sistem_Hukum_Nasional.




DOI: http://dx.doi.org/10.30645/j-sakti.v6i1.456

Refbacks

  • There are currently no refbacks.


J-SAKTI (Jurnal Sains Komputer & Informatika)
Published Papers Indexed/Abstracted By:

Jumlah Kunjungan :

View My Stats