p-Index From 2020 - 2025
8.767
P-Index
This Author published in this journals
All Journal Jurnal Sosialisasi: Jurnal Hasil Pemikiran, Penelitian dan Pengembangan Keilmuan Sosiologi Pendidikan JURNAL ILMIAH MANAJEMEN & BISNIS JURNAL KEBANGSAAN FIAT JUSTISIA: Jurnal Ilmu Hukum Jurnal Borneo Administrator: Media Pengembangan Paradigma dan Inovasi Sistem Administrasi Negara Jurnal Psikologi Pendidikan dan Konseling Tadulako Law Review Journal of Governance and Public Policy Jurnal Ilmiah Peuradeun QALAMUNA: Jurnal Pendidikan, Sosial, dan Agama Journal of Government and Civil Society AL-ATHFAL : JURNAL PENDIDIKAN ANAK JWP (Jurnal Wacana Politik) Indonesian Journal of Islamic Educational Management JURNAL MUQODDIMAH : Jurnal Ilmu Sosial, Politik dan Hummaniora IJEBA (International Journal of Economic, Business & Applications) SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Journal of Basication (JOB) : Jurnal Pendidikan Dasar Jurnal Mineral, Energi dan Lingkungan VOX EDUKASI: Jurnal Ilmiah Ilmu Pendidikan JAKP (Jurnal Administrasi dan Kebijakan Publik) Abdimas Umtas : Jurnal Pengabdian kepada Masyarakat JOURNAL OF GOVERNMENT (Kajian Manajemen Pemerintahan dan Otonomi Daerah) Jurnal Farmasi Higea JURNAL MEDIA KESEHATAN Jusikom: Jurnal Sistem Informasi Ilmu Komputer Jurnal Pengabdian Masyarakat: Darma Bakti Teuku Umar Jurnal Ilmu Administrasi: Media Pengembangan Ilmu dan Praktek Administrasi Abdimas Galuh : Jurnal Pengabdian Kepada Masyarakat Multilateral: Jurnal Pendidikan Jasmani Dan Olahraga Jurnal Mineral, Energi dan Lingkungan Journal of Nursing and Public Health (JNPH) Thufuli: Jurnal Ilmiah Pendidikan Islam Anak Usia Dini SELODANG MAYANG Journal of Applied Data Sciences Mitra Raflesia (Journal of Health Science) ARMATUR : Artikel Teknik Mesin dan Manufaktur Bureaucracy Journal : Indonesia Journal of Law and Social-Political Governance Jurnal Pustaka Mitra : Pusat Akses Kajian Mengabdi Terhadap Masyarakat Jurnal Pustaka Data : Pusat Akses Kajian Database, Analisa Teknologi, dan Arsitektur Komputer Jurnal PADAMU NEGERI (Pengabdian pada Masyarakat Bidang Eksakta) ANJANI Journal (Medical Science & Healthcare Studies) TIMPALAJA: Architecture Student Journal Journal of Community Service Global Journal Basic Education Journal of Finance and Business Digital (JFBD) JURNAL PENGABDIAN AGRO AND MARINE INDUSTRY ITQAN: Jurnal Ilmu-ilmu Kependidikan Jurnal Ilmu Administrasi: Media Pengembangan Ilmu dan Praktek Administrasi Riwayat: Educational Journal of History and Humanities At-Tajdid: Journal of Islamic Studies Infolitika Journal of Data Science Comdent: Communication Student Journal Journal of Contemporary Local Politics Jurnal Sipakatau: Inovasi Pengabdian Masyarakat Bencoolen Journal of Pharmacy Journal of Economics, Bussiness and Management Issues Jurnal Pustaka Robot Sister Journal of English Language Teaching and Literature (JELITA) POSITA
Claim Missing Document
Check
Articles

Found 1 Documents
Search
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 Adriyawati, Nova Afrizal Tjoetra Agus Zainuri Aguscik, Aguscik Ahmad Harakan Akmal Saputra 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 Ariana, Rika Ariyani, Hana Aryanti, Agustina Asep Setiawan Aulia, Reza Azhari Azhari Azkiyah, Fadhilah Zayyin Bahri, Saiful Bilal Syahrival Brahmantia, Bayu Buchori Buchori, Buchori Budi Harto Budiana, Ijang Bunaiya, Arham Cahyati, Ita Chairina Nasir Cut Asmaul Husna, Cut Asmaul Cut Dian Fitri Cut Irna Liyana Dadang Iskandar Mulyana` DENI SETIAWAN Dewi, Ella Junita Dewiani, Kurnia Dian Handayani Dodi Haryono Dwi Kurnia Putri Edwar Rosman Elva, Yesri Evi Sinaga Fadhil Ilhamsyah Fadhly, Zuhrizal Fadillah, Chairun Nisa Fajriani Fajriani Fajzrina, Lati Nurliana Wati Farisi, Salman Farizal, Teuku Fikhen Tri Wulandari Firdaus, Muhammad Bambang Fitrisia, Dohra Gandinni, Nanda Aprilia Gerdha Kristina Ivony Numberi Ghafur, Muhammad Gunawan, Chichi Rizka Hadana, Erha Saufan Hadi, Purwaka Hafizd, Jefik Zulfikar Hamzah Hasyim Hani Handayani, Hani Hasanah, Yesi Ihdina Fityatal Herdiani, Ida Husdayanti, Noviana Ida Ayu Putu Sri Widnyani Ikhwan Rahmatika Latif Ilham Juliwardi Irma Rahayu, Irma Iskandar Iskandar Isma, Adi Iwan Doa Sempena Jani, Rafsan Jasmine, Annisah Biancika Jelita, Skolastika Kansil, Yoo Eka Yana Karfindo, Karfindo Khairul Amri Kristiani, Maria Herliana Esa Larung, Ermelinda Yersin Putri Lewar, Markus Wahyu Moat Natin M. Nasir Mahessya, Raja Ayu Mahmudi, Muhammad Salim Malik, Rio Andika 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 Syukur Muharram, Kahfi Achmad Mulait, Carles Sari Mulia, Putri Mulyana, Ratna Munawarah Munawarah, Munawarah Murhaban Murhaban Muzakkir Muzakkir Myran Nur Hinsany Nasution, Azly Anggraini Nellis Mardhiah Neni Sholihat Nodi Marefanda Nori Wirahmi Novi Yantih Novinaldi, Novinaldi Nur Alam Fajar Nurmalia Ermi Nurul Wahidah Oktaviani, Tiara Oky Hermansyah Oni Sahroni, Oni Pandu Pratama Putra, Pandu Pratama Panjaitan, Debora Pigome, Ami Cristina Pujiyono Pujiyono Purnama, Yetti Putra, Dian Eka Putri, Zelanti Deviana R. Romli, Yusuf RAHAYU, MARSHELLA SRI Rahmatullah Syaripuddin Ramadhani Ramadhani Rana, Mohamad Randi, Gusti Reinita Reski, Reski Riana Versita Riana, Zeni Rianto, Dedi Rico Januar Sitorus Ridwan, Ridwan Rieza Zulrian Aldio Rini Asmara Rita Rita, Rita Rizkianto, Yody Rosaria, Rini Rosaria Rostika Flora RR. Ella Evrita Hestiandari Rusdiah Rusdiah Rusdiana Rusdiana Sabri, Yuli Said Fadhlain Saiful Badli 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 Setyaningsih, Dista Siregar, Wardah Muharriyanti Soemarjono, Soemarjono Sri Rosmiati Sani Sri Wahyu Handayani, Sri Wahyu Suci Rahmawati Suci Ramadhani, Suci 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 Vellayati Hajad Vellayati Hajad, Vellayati Versita, Riana Wafi Azizah, Nur Amalina Watiningsih, Rita Wirahmi, Nori Yesi Anita Yohana Noradika Maharani Yusmandi, Yusmandi Yusnaidi, Yusnaidi YUYUN ELIZABETH PATRAS, YUYUN ELIZABETH Yuyun Solihatin Zafira, Nabila Hilmy Zainal Muttaqin Zulkarnain, Mohammad Zulviah, Sani