Article Per Year (5 Year)
p-Index From 2021 - 2026
5.999
P-Index
This Author published in this journals
All Journal Biota: Jurnal Ilmiah Ilmu-Ilmu Hayati JURNAL ILMIAH PENJAS (Penelitian, Pendidikan dan Pengajaran) KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) Jurnal Abdimas BSI: Jurnal Pengabdian Kepada Masyarakat IJCIT (Indonesian Journal on Computer and Information Technology) Indonesian Journal on Software Engineering (IJSE) Information Management For Educators And Professionals (IMBI) JOURNAL OF APPLIED INFORMATICS AND COMPUTING JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI Jurnal Informasi dan Komputer Jurnal Linguistik Komputasional Jurnal Ilmiah Binary STMIK Bina Nusantara Jaya EVOLUSI : Jurnal Sains dan Manajemen Jutisi: Jurnal Ilmiah Teknik Informatika dan Sistem Informasi JTIK (Jurnal Teknik Informatika Kaputama) PENJAGA : Pendidikan Jasmani dan Olahraga JURNAL ILMIAH PENJAS (Penelitian, Pendidikan dan Pengajaran) Jurnal Sistem Informasi Akuntansi Conten : Computer and Network Technology Indonesian Journal of Networking and Security - IJNS Paradigma SENTRI: Jurnal Riset Ilmiah Multazam : Jurnal Manajemen Haji dan Umrah SATIN - Sains dan Teknologi Informasi Klabat Journal of Management Jurnal Pendidikan Sains Indonesia (Indonesian Journal of Science Education) Journal of Accounting Information System Indonesian Journal of Biology Education Journal of Information Technology
Angga Ardiansyah
Universitas Bina Sarana Informatika
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Immunology & microbiology Law, Crime, Criminology & Criminal Justice Mathematics Physics Public Health Social Sciences Other

Published : 49 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : paradigma

 1 
Sentiment Analysis of Mimo Application Reviews Using the Naive Bayes Algorithm to Support Digital Learning Transformation Sugiharto, Prasetyawan Aji; Ardiansyah, Angga; Agustina, Candra; Wasiyanti, Sri; Saputra, Rizal Amegia; Saefudin, Dede Firmansyah; Kasbi, Hazwan Arif Bin
Paradigma - Jurnal Komputer dan Informatika Vol. 28 No. 2 (2026): September 2026 Period
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/p.v28i2.14394

Abstract

The rapid growth of mobile-based educational platforms requires continuous evaluation of user satisfaction to drive digital learning transformation. This study aims to analyze user sentiments toward the Mimo application based on Google Play Store reviews using the Naive Bayes algorithm. The research dataset consists of 290 balanced reviews categorized equally into positive and negative classes (145 reviews each). The methodology encompasses systematic text preprocessing—including case folding, regular expression cleaning, stopword removal, and stemming using the Sastrawi library—followed by TF-IDF feature extraction and classification modeling via Multinomial Naive Bayes. Model validation was conducted utilizing Stratified 5-Fold Cross-Validation and an 80:20 hold-out test split. The evaluation results demonstrate that the Naive Bayes model achieves a high average accuracy of 80.00% (1.38%) with an overall hold-out test accuracy of 82.76%, a macro precision of 87.18%, and a macro F1-score of 82.23%. These findings indicate that the model provides robust and stable classification performance. Furthermore, this study delivers strategic insights for developers of gamified mobile learning applications, demonstrating that data-driven user feedback analysis serves as a vital foundation to accelerate the transformation of adaptive, learner-centric digital education
Co-Authors Abda Abda Aep Saprul Mujahid Ahmad Fauzi Aji, Sopian Ambarwati, Rini Novi Andrian Eko Widodo Asih, Anggun Yuli Audy Nur Amaliyah Aziz Setyawan Hidayat, Aziz Setyawan Azizul Ghofar Candra Wicaksono, Azizul Ghofar Candra Candra Agustina Chrystian Rambe Corie Mei Hellyana Dany Pratmanto Daulay, Dicky Edwar Dede Firmansyah Saefudin Dhea Savitri Dian Gazy - AMIK BSI Purwokerto Dzulchan Abror Eko Supriyanto Elfrida Ratnawati Elpindo Supahman Padang Erina Rahma Ery Suryanti Eva Argarini Pratama Fabriyan Fandi Dwi Imaniawan Fakhriza, M. Fakihotun Titiani Fandhilah Fandhilah Fandhilah Fardhani, Indra Fiqih Falah Saputra Frieyadie Gata, Windu Gemilang, Lina Putri Hermawan, Redy Ilham Nugraha Indriani , Indriani Indriarti, Novi Fitria Janah, Sekar One Joko Dwi Mulyanto Kasbi, Hazwan Arif Bin Khaerul Wildan Kharomah, Sindi Khasanah, Mei Linda Nur Krisnandi, Dwi M. Fahri Arridho Maesaroh, Khasnah Maryani, Ina Mawadatul Maulidah Miftah Farid Adiwisastra Mila Rosanah Mufti Abdilah Mufti Abdillah Mulyati*, Yayuk Muttaqin, Rahmat Bahaul Nurkadri, Nurkadri Nuzul Imam Fadlilah Octova, Adryo Osa Nurul Fathia Padang, Elpindo Supahman Panjaitan, Ahmad Rifai Pardede, Hilman Ferdinandus Prasetyawan Aji Sugiharto Pribadi, Denny Putri, Ivana Amanda Putri, Novi Eka Queen Elizabeth Anggiano Widodo Ramadhan, Rizki Putra Recha Abriana Anggraini Rizal Amegia Saputra Rohmah, Mau Firotul Rousyati, Rousyati Rusda Wajhillah, Rusda Said Hasan Saifudin Saifudin Sandra J Kuryanti Sandra Jamu Kuryanti Sari, Eka Fatma Sari, Yulia Camalinda Sieradianto Angelia, Dinda Ayu Sieradianto, Dinda Ayu Sinaga, Imam Adlin Siti Masripah Sopian Aji SRI RAHAYU Sri Wasiyanti, Sri Suleman Suleman Suleman Suleman Suleman Suleman Ula, Nurin Ni’matul Warjiyono Warjiyono Winarmi, Nasrunniati Dyahayu Anggi Yayuk Mulyati Yusti Farlina