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Journal : Journal of Applied Data Sciences

Enhancing the Performance of Machine Learning Algorithm for Intent Sentiment Analysis on Village Fund Topic Anam, M. Khairul; Putra, Pandu Pratama; Malik, Rio Andika; Karfindo, Karfindo; Putra, Teri Ade; Elva, Yesri; Mahessya, Raja Ayu; Firdaus, Muhammad Bambang; Ikhsan, Ikhsan; Gunawan, Chichi Rizka
Journal of Applied Data Sciences Vol 6, No 2: MAY 2025
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v6i2.637

Abstract

This study explores the implementation of Intent Sentiment Analysis on Twitter data related to the Village Fund program, leveraging Multinomial Naïve Bayes (MNB) and enhancing it with Synthetic Minority Over-sampling Technique (SMOTE) and XGBoost (XGB). The analysis categorizes tweets into six labels: Optimistic, Pessimistic, Advice, Satire, Appreciation, and No Intent. Initially, the MNB model achieved an accuracy of 67% on a 90:10 data split. By applying SMOTE, accuracy improved by 12%, reaching 89%. However, adding Chi-Square feature selection did not increase accuracy further. Incorporating XGB into the MNB+SMOTE model led to a 6% improvement, achieving a final accuracy of 95%. Comprehensive model evaluation revealed that the MNB+SMOTE+XGB model achieved 96% accuracy, 96% precision, 96% recall, and a 96% F1-score, with an AUC of 99%, categorizing it as excellent. These findings demonstrate that the combination of SMOTE for addressing class imbalance and XGBoost for boosting performance significantly enhances the MNB model's classification capabilities. The novelty lies in the integration of these techniques to improve intent sentiment classification for public opinion analysis on the Village Fund program. The results indicate that the majority of tweets labeled as "No Intent" reflect a lack of specific sentiment or actionable intent, providing valuable insights into public perception of the program.
Co-Authors : Samwilson Slamet, : Samwilson Abdul Saman Abdurrahman Ridho Adi Isma Adriyawati, Nova Aduwina, Aduwina Afrizal Tjoetra Agus Zainuri Aguscik, Aguscik Ahmad Harakan AHMAD JUNAEDI Ahyadi, Ahyadi Al Zuhri alfiah alfiah Ali Firdaus Alisman, Alisman Almunawir, Almunawir Alqarni, Wais Amiruddin Amiruddin Amrang, Amrang Anam, Kiki Saepul Anam, M Khairul Angri Lismayani Anhar Fazri Annisa Fitri, Annisa Antoni H, Jeplin Arfriani Maifizar Ariana, Rika Arif Bintoro Johan Ariyani, Hana Aryanti, Agustina Asep Setiawan Aulia, Reza Ayu, Andi Azhari Azhari Azkiyah, Fadhilah Zayyin Baehaqi Bilal Syahrival Brahmantia, Bayu Buchori Buchori, Buchori Budi Harto Budiana, Ijang Bunaiya, Arham Cahyati, Ita Chairina Nasir Cut Asmaul Husna Cut Dian Fitri Dadang Iskandar Mulyana` DENI SETIAWAN Dewi, Ella Junita Dewi, Novita Rahma Dewiani, Kurnia Dian Handayani Dian Handayani Dinsar, Arfandy Dodi Haryono Dwi Kurnia Putri Edwar Rosman Effendi Hasan Eka Putra, Dian Elva, Yesri Evi Sinaga Evi Susanti Fadhil Ilhamsyah Fadillah Sari, Fadillah Fadillah, Chairun Nisa Fajriani Fajriani Fajzrina, Lati Nurliana Wati Farisi, Salman Farizal, Teuku Fikhen Tri Wulandari Firdaus, Muhammad Bambang Fitriliana Fitriliana Fitrisia, Dohra Gandinni, Nanda Aprilia Gerdha Kristina Ivony Numberi Ghafur, Muhammad Gunawan, Chichi Rizka Hadana, Erha Saufan Hadi, Purwaka Hamzah Hasyim Handayani, Alum Hani Handayani, Hani Herdiani, Ida Husdayanti, Noviana Husna, Syarifatul Ida Ayu Putu Sri Widnyani Ikhbal Salam, Riyan Ikhwan Rahmatika Latif Ilham Juliwardi Irma Rahayu, Irma Irwansyah Irwansyah Iskandar Iskandar Jani, Rafsan Jasmine, Annisah Biancika Jefik Zulfikar Hafizd Kansil, Yoo Eka Yana Karfindo, Karfindo Kesha, Cut Nabilla Khairul Amri Kristiani, Maria Herliana Esa Larung, Ermelinda Yersin Putri Lukman Hakim M. Nasir Mahessya, Raja Ayu Mahmudi, Muhammad Salim Mansari, Mansari Mantiri, Grace Janice Martha Mardhatillah, Muntaha Marissa, Febi Marissa Maulida, Assyifa Maulida, Irham Miftah Fariz Prima Putra Miftahul Falah Mirdha Fahlevi SI Mirna Ilza Mochammad Imron Awalludin Mubarok, M. Zaki muhammad andi susilawan, muhammad andi Muhammad Ardiansyah Muhammad Arif Muhammad Haikal Muhammad Isa Muhammad Syukur Muharram, Kahfi Achmad Mulait, Carles Sari Mulia, Putri Mulyana, Ratna Munawarah Munawarah, Munawarah Murhaban Murhaban Muzakkir Muzakkir Myran Nur Hinsany Nasution, Azly Anggraini Neni Sholihat Nodi Marefanda Novi Yantih Novinaldi, Novinaldi Nur Alam Fajar Nur Asiah Nur Fadilla, Nur Nur Fatimah Nurafifah, Aulia nurjannah, via Nurmalia Ermi Nurul Wahidah Oktaviani, Tiara Oky Hermansyah Oni Sahroni, Oni Pandu Pratama Putra, Pandu Pratama Panjaitan, Debora Permadi, Rendhy Satriyo Pigome, Ami Cristina Pujiyono Pujiyono Purnama, Yetti Putra, Dian Eka Putra, Yogi Mandala Putri, Zelanti Deviana R. Romli, Yusuf Rabiman, Rabiman RAHAYU, MARSHELLA SRI Rahayu, Shinta Rahmatullah Syaripuddin Ramadhani Ramadhani Rana, Mohamad Randi, Gusti Reinita Rentas, Jhonni Reski, Reski Riana Versita Riana, Zeni Rianto, Dedi Rico Januar Sitorus Ridwan, Ridwan Rieza Zulrian Aldio Rini Asmara Rio Andika Malik Rita Rita, Rita Rizkal, Rizkal Rizki, Julia Rosaria, Rini Rosaria Rostika Flora RR. Ella Evrita Hestiandari Rusdiah Rusdiah Rusdiana Rusdiana Ruslaini, Ruslaini Sabri, Yuli Said Fadhlain Saiful Badli Saiful Bahri Samsul Bahri Sanora, Sindi Santika Santika Sanusi Sanusi Saputra, Ilham Mirza Sari, Irma Permata Sari, Nurhaslita Sari, Rose Intan Perma Sarini Vita Dewi Saryomo, Saryomo Saskia, Ferina Raisa Semuel Piter Irab Septi Adrianti Sitompul, Siti Jahria Soemarjono, Soemarjono sofiarna, yeni Sri Rosmiati Sani Sri Wahyu Handayani Sri Wahyuni, Widya Suci Rahmawati Suci Rahmawati, Suci Suci Ramadhani, Suci Sudirman Sudirman Suhendra, Rivansyah Sulung, Neshy Suryadi Suryadi Sutoro Sutoro Syah, Amirul Syah, Ilham Tahmid Sabri Tami Teri Ade Putra Tien, Rany Titin Suhartini, Titin Tri Setyo Guntoro Trisnawati, Titis Rahayu Urab, Semuel Piter Vellayati Hajad Vellayati Hajad, Vellayati Versita, Riana Wafi Azizah, Nur Amalina Watiningsih, Rita Wirahmi, Nori Yesi Anita Yody Rizkianto Yohana Noradika Maharani Yusmandi, Yusmandi Yusnaidi, Yusnaidi YUYUN ELIZABETH PATRAS, YUYUN ELIZABETH Yuyun Solihatin Zafira, Nabila Hilmy Zainal Muttaqin Zuhrizal Fadhly Zulkarnain, Mohammad Zulviah, Sani