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Journal : Jurnal Cahaya Mandalika

PERBANDINGAN METODE KLASIFIKASI NAÏVE BAYES, DECISION TREE, RANDOM FOREST TERHADAP ANALISIS SENTIMEN KENAIKAN BIAYA HAJI 2023 PADA MEDIA SOSIAL YOUTUBE Yasir, Muhammad; Suraji , Robertus
Jurnal Cahaya Mandalika ISSN 2721-4796 (online) Vol. 3 No. 2: Jurnal Cahaya Mandalika
Publisher : Institut Penelitian Dan Pengambangan Mandalika Indonesia (IP2MI)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36312/jcm.v3i2.1520

Abstract

Euphoria The implementation of the 2023 Hajj pilgrimage has become a trending topic of conversation on social media, one of which is on YouTube. The government of the Kingdom of Saudi Arabia implemented a policy to reduce the cost of Hajj packages by 30% from the previous year and there was no age limit for pilgrims and even received an additional quota of 221,000 pilgrims for Indonesia. Contrary to the policy of the Saudi Arabian government, the Ministry of Religion created a contradictory discourse by proposing an increase in the costs of the Hajj with the composition of the financing being 70% of the costs of the Hajj trip (BIPIH) and 30% of the value of the benefits in the proposed Hajj costs in 2023. The proposed Hajj costs were ratified become a policy through Presidential Decree Number 7 of 2023 regarding the costs of organizing the pilgrimage in 1444 hijriah/2023. This gave rise to various public responses to the policy. The purpose of this study was to analyze public sentiment by classifying positive and negative comments on YouTube social media regarding the policy of increasing the cost of the 2023 Hajj pilgrimage. This research compared the results of the accuracy of several classification methods such as naïve bayes, decision trees and random forest. From this research, the accuracy of naïve Bayes was obtained by 90%, Decision Tree by 83%, Random Forest by 87%. It is hoped that with the sentiment analysis of the classification of YouTube comments, it can provide an overview for the government to see the response of the public's assessment in making a policy.
Co-Authors Abdullah Lawang, Karimuddin Adi Muhajirin Adiprabowo, Vani Dias Afnita, Nora Afriadi, Putra Afrizal Nur Afrizal Nur agung Suryanto Agus Hidayat Agus Nasir, Agus Al-Nussairi, Wissam Farhan Ali Akbar Alwizar Anshar Zulhelmi Ar-Rahmany, Mursyidin Arfiantiningrum, Inana Dwi Arma Wangsa Ashshiddiq, Nasiruddin Aslam, Annisa Paramaswary Asnawi Abdullah Ath Thariq, Phoenna Ayu Rahayu Azwir Azwir Bahuguna, Dr. Vijay bin Husin, Hayati Dani Yusuf Dwipa Handayani Erwan Efendi Fadillah P, Yoga fajri, akmal Fathurrozi, Ahmad Febriani Putri, Devita Febriyani, Arti Fikria, Miftahul Fried Sinlae Gunawan Hadi Purwanto Hadi Prayitno, Muhammad Haeruddin Haeruddin Hamdani Hamdani Hapzi Ali Hasan Basri Herawati Herawati Idwan, Harry Indra, Evta Insani, Syaibatul Irmada Yanti, Rifza Iskandar Arnel Ismail, Diauddin Istianingsih Istianingsih Istianingsih, Istianingsih Jasmi Kamalia Kamsiah Kamsiah Kasim, Jamila Kasman Bakry Kasman Bakry Kataria, Pinki Khairunnas Jamal Kurnia putra, Hasbi Latukau, Ratu Essya Putri Lukmanul Hakim Mahdalena Maidinn, Muhammad Sabir Malia Hayati, Safira Marissa Grace Haque Marissa Grace Haque, Marissa Grace Marrisa Haque Matondang, Abdul Rahman Moch. Anwar Muhammad Amin, Muzakir Muhammad Nasir Muhammad Nur Mustafa Kamal Nadjmudin, Nadjmudin Nasir, Muhamamad Negi, Prateek Ningsih, Sulastri Niswanto Niswanto, Niswanto Noviana Zara Nugraha, Elza Julian Eka Putri Nugroho, Muhammad Riko Nur Kholis Nur, Syamsiah Nurfajriyani Nurfiyah Nurhayati Nurhayati NURLIANA NURLIANA Nurul Maulida, Nurul Rahayu, Solihah Sari Rahim, Fitriani Rahmi, Maulidatun Raihan, Abdul Muhammad Ramadana, Reyhan Ramadhan Ramadhan Ramadhan Syahmedi Siregar Rana, Praveen Singh Ratna Rintaningrum, Ratna Rawat, Dr. Geeta Rina Septiani, Rina Robertus Suraji Rubino rubino, rubino Rustandi, Tedi Samsudin, La Ode Saputra, Edriagus Sarah Alvia Sembiring, Rinawati Shahjehan, Asad Shaliha, Chairunnisa Ahsana Amalan Sharma, Tania Siregar, Zufri Hasrudy sriwahyuni Sriwahyuni Sudarmi Sudarmi Suhana, Asep Sukiman Sukiyat, Sukiyat Sulhani, Sulhani Sumardi . Suradji, Robertus Suraji , Robertus Susilowati, Eny Tanjung, Dhiauddin Teuku Multazam Thapa, Rahul Tri Tarwiyani Triwibowo, Ardiansyah Sriaji Ulya, Miftah Warsito Warsito Wassalam, Sabri Wendy Hermawan Widyawati, Wahyu Yumassik, Abdul Mahmud Yusrizal Yusrizal Zakiyatul Insani, Dezi Zayes Putri, Gina Zulhelmi, Zulhelmi Zulkarnain Zulkarnain Zulkhairi Sofyan