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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

Comparison of Naïve Bayes Classifier and Decision Tree Algorithms for Sentiment Analysis on the House of Representatives' Right of Inquiry on Twitter Wahyuni, Putri; Romli, Moh. Ali
Journal of Applied Informatics and Computing Vol. 8 No. 2 (2024): December 2024
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v8i2.8670

Abstract

This research analyzes public sentiment towards the topic of the House of Representatives' Right of Inquiry on Twitter using Naive Bayes Classifier and Decision Tree algorithms. The goal is to compare the effectiveness of the two algorithms in political sentiment analysis. . The research methodology includes data collection from Twitter, data pre-processing, sentiment classification, and result analysis. Sentiment analysis reveals the dominance of positive sentiment related to the DPR's Right of Inquiry. However, this study has limitations in terms of dataset size and depth of text-based sentiment analysis. This research contributes to a better understanding of public sentiment towards political issues in Indonesia and highlights the importance of proper algorithm selection in social media sentiment analysis.  Development suggestions include exploration of deep learning techniques, integration of multimodal analysis, data balancing (oversampling or undersampling) and improvement of pre-processing so that the model is better able to capture negative contexts. The results of the study showed excellent performance of both Naive Bayes Classifier and Decision Tree algorithms with accuracy above 95%. Decision Tree excels with an accuracy of 99%, while Naive Bayes Classifier performs better with an accuracy of 96%. The results with the Confusion Matrix test are precision 0.98, recall 1.00, and F1-Score 0.99.
Co-Authors Ach. Apriyanto Romadhon Afrida, Fenny Afrinaldi Afrinaldi Ahava Hidayat, Rakhshanda Shaina Ahmad Fauzan Ahmad Sabri Ahmad Wahyudi Zein Al Zuhrah, Nurul Faridah Aldo Erianda, Aldo Alvitriza Ratu Anak, Bonita Fransisca Amaliyah, Nurrohmatul Amri, Khoirul Anastasia Anastasia Anjani, Risty Anniami, Ziyadul Haq Anugrah, Septriyan Apriliana, Eka Rida Ardoni Ardoni Arianti, Alya Armelita, Ayang Arsila, Mila Artha, Uly Astari, Maresky Astri Wahyuni Astuti, Lucky Aulia, Yoosita Batubara, Maryam Bungsu, Putri Cardoso, Luís Miguel Oliveira de Barros Conelee, Gysela Destria, Alwida Dina Sonia Dini Palupi Putri, Dini Palupi Dongoran, Misba Dora, Nuriza Edwin Sugesti Nasution Enda Noviyanti Simorangkir Enzela, Monika erna wati Fadilah, Hanifah Wahyu Fauzany, Riffka Fauziah, Weniar Febriarta, Ajie Fetri Yeni J Firosha, Ardian Fitria, Lailatul Fitrianingsih, Wulandari Gusman, Taufik Gusmuliana, Paidi Halfiani, Vera Halimah, Sitti Harahap, Rizqy Amallia Hari navlin, Mirna Hutasoit, Ayu Indriani Ihdina Gustina Inras, Prinsistari Fildzah Irdalisa Irma Herliza Rizki Irmazida, Nela Hilmiana ISBANDIYAH Ismalia, Ismalia Juliarif, Leni Karolina, Caren Khairani, Salva Khairiyah, Nuril Kusuma, Muhammad Akmal Kusumawati, May Lailia, Siti Afkarina Lazuardi, Dedy Limvica, Sharon Lumbantoruan, Novitasari M. Manao, Keziah Livia Denise MANIK, JEANNE DARC NOVIAYANTI Mariyam, Dinda Marlini Marlini Martias, Dony Maufirah, Fitria Nur Maulanasari, Devi Meliyansyah, Putri Mentari, Theresia Mira Amelia, Mira Amelia Miyarni, Ira Muammar Rinaldi Nani Kurniasih Nasution, Alya Arianti Nisa, Mayla Maslakahatun Novi Susilawati, Novi Noviayanti, Enda Nurafni, Dinda Nurfadila, Riski Aisah Nurfatihannisa, Tiara Nurhadi, Muhammad Nurkarantina, Nurkarantina Octavia Sari, Octavia Oki Candra, Oki P.S, Malayka Agustina Pane, Yonson PARHUSIP, ARISMAN Prasetyo, Aldi Prasetyo, Muhammad Jefri Pristiya, Nika Purba, Perusquai Olpha Alpeno Putri, Antonia Venta Nathaniela Quraini, Annisa Rahmadeni, Fevi Ramadani, Suci Ramlah Ramlah Rara Sandhy Winanda Ries Wulandari, Ries Ristontowi Rita Afyenni Rizal, Eka Romli, Moh. Ali Rully Hidayatullah Salomo, Titus Selafia, Selafia Septianti, Renata Sihidi, Iradhad Simbolon, Deliyanti Siti Mujiatun Sri Lestari Suci, Adinda Rahma Sulistiawati, Anggi Sumema Sunita, Destiny Supriadi Supriadi Suripah Suripah Susanti, Dhina Ayu Syach, Choirul Anam SYAHPUTRA, OKY Syahrizal, Teuku Muhammad Tiara Tiarnida Nababan Toddy Aditya Toni, Toni Tri Wulandari Ulya, Miftahul Ulya Vauzia, Vauzia vera anggraini, vera Vientiany, Dini Waluya Budi, Riyadi Tri Yennata, Defina Elizabeth Yerizon Yerizon Yolanda, Fitriana Yulanda, Prasetyani Fitri Yuniar, Ananda Eka Alya Yurni Suasti Yusni Arni Yuza Reswan Zahra, Muthia Zainarti Zainur, Putri Zalyanti, Cindy Aulia Zayanti, Cindy Aulia Zen, Zelhendri