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All Journal TEKNIK INFORMATIKA Techno.Com: Jurnal Teknologi Informasi PIKSEL : Penelitian Ilmu Komputer Sistem Embedded and Logic Jurnal sistem informasi, Teknologi informasi dan komputer Journal of Information System E-Dimas: Jurnal Pengabdian kepada Masyarakat Sistemasi: Jurnal Sistem Informasi Jurnal Ilmiah FIFO JITK (Jurnal Ilmu Pengetahuan dan Komputer) Jurnal Sisfokom (Sistem Informasi dan Komputer) International Journal of Community Service Learning IJISTECH (International Journal Of Information System & Technology) JURIKOM (Jurnal Riset Komputer) Ensiklopedia of Journal IJISCS (International Journal Of Information System and Computer Science) Aptisi Transactions on Technopreneurship (ATT) JSAI (Journal Scientific and Applied Informatics) Journal of Information Systems and Informatics Jurnal Ilmiah Betrik : Besemah Teknologi Informasi dan Komputer JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Journal of Computer System and Informatics (JoSYC) TIN: TERAPAN INFORMATIKA NUSANTARA Jurnal Pasopati : Pengabdian Masyarakat dan Inovasi Pengembangan Teknologi Jurnal Teknik Informatika (JUTIF) IJISTECH RESOLUSI : REKAYASA TEKNIK INFORMATIKA DAN INFORMASI Bulletin of Computer Science Research Journal of Informatics Management and Information Technology Journal of Social Responsibility Projects by Higher Education Forum KLIK: Kajian Ilmiah Informatika dan Komputer Jurnal ABDIMAS Budi Darma INTECH (Informatika dan Teknologi) Jurnal Ilmu Komputer Dan Informatika Jurnal Pengabdian Masyarakat - Teknologi Digital Indonesia Dedikasi Nusantara: Jurnal Pengabdian Masyarakat Pendidikan Dasar Sinergi: Jurnal Pengabdian Kepada Masyarakat Jurnal Rekayasa Sistem Informasi dan Teknologi Journal of Information Systems Management and Digital Business Jurnal Pengabdian Masyarakat Nasional JPMTT (Jurnal Pengabdian Masyarakat Teknologi Terbarukan) ORAHUA : Jurnal Pengabdian Kepada Masyarakat IJISCS (International Journal of Information System and Computer Science) INTECH (Informatika dan Teknologi)
Jumaryadi, Yuwan
Universitas Mercu Buana
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Journal : Bulletin of Computer Science Research

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Implementasi Algoritma Random Forest untuk Analisis Sentimen Ulasan Pengguna Aplikasi Merdeka Mengajar Jumaryadi, Yuwan; Meiyanti, Ruci; Fajriah, Riri; Mahsyar, Athiyyah Nisrina; Anggraeni, Puspita Sari
Bulletin of Computer Science Research Vol. 5 No. 4 (2025): June 2025
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bulletincsr.v5i4.530

Abstract

Education plays a major role in determining the quality of human resources. The role of teachers is very important as educators who provide guidance and learning. As an effort to facilitate teachers to carry out their duties and responsibilities, especially in the Merdeka Mengajar curriculum, the Ministry of Education and Culture has developed an application called Merdeka Mengajar. However, there is no method to classify sentiment or opinions from comment data on the Merdeka Mengajar application user satisfaction survey on the Google Playstore, in order to determine the extent of user satisfaction with the Merdeka Mengajar application. This study aims to observe sentiment analysis regarding user opinions on the Merdeka Mengajar application on the Google Playstore using the Random Forest, SVM and Naïve Bayes algorithms using TF-IDF weighting for the classification process. This study uses secondary data derived from user reviews of the Merdeka Mengajar application and is classified using the Random Forest, SVM, and Naïve Bayes methods. The results of the classification show that the Random Forest algorithm is the best algorithm in predicting Merdeka Mengajar application user reviews compared to Naive Bayes and SVM.
Co-Authors - Arientawati Abdi Wahab Abdul Kholiq Achmad Fathoni Afrinaldi Afrinaldi Agung Priambodo Ahmad Wijaya Kusuma Akbar Ramadhan Aldo Prabu Wisnu Wardhana Alif Muhammad Ihsan Amirullah, Irfan Muflih Anandha Fitriani Andi Nugroho, Andi Andrew Fiade Anggraeni, Puspita Sari Anita Ratnasari Anne Parlina Aqbar, Harry ARDIANSYAH ARDIANSYAH Arey Nur Warisman Ari Purnadi, Mochamad Ari Sulistiyawati Ari Wibowo Arief Wibowo Aris Sunandar Ayumi, Vina Bagus Priambodo Bagus Priambodo Bagus Priambodo Bagus Priambodo Bayu Setiawan Bella Astuti Bella Putri Cahyani Canro Sigalingging Capah, Dwi Ade Handayani Daffa Agrifianto Daim Muhammad Gufron Dedi Darwis Defriansyah Deni Mahdiana Desi Ramayanti Desmon, Johanes Desnita Nur Fazli Devi Witasari Devy Fatmawati Dio Dava Ramadha Dio Leonardo Alexandes Djahidin, Danny Yudin Dodi Siregar Eko Prasetyo Pratomo Erlin Windia Ambarsari Faharuddin, Fadhli Fahmy Umarsyah Faizal Zuli, Faizal Fajriah, Riri Farhan Arsyad Firmasyah, Ady Gilang Grace Gata Grace Gata, Grace Harry Agustian Harwikarya Harwikarya Herdi, Tazkiyah Herdian, Ali Hetty Rohayani Hidayatulloh, Syarief Ida Farida Indah Permata Wulandari Indah Ramadhani Inge Handriani Inge Handriani, Inge Ivan Sebastian Jamal Jipesya Jasmir Jeperson Hutahaean Kaburuan, Emil Robert Kolidi Kolidi Kurniawan, Turkhamun Adi Linda Miftahul Jannah Lukman Hakim Lystha, Arie Mahsyar, Athiyyah Nisrina Misbahul Fajri Mohammad Taufan Asri Zaen Muhamad Aldi Rifai Muhammad Fichri Mustika, Fandi Ali Naufal Bagaskara Naviza Qois Nazrul Azizi Nia Rahma Kurnianda Nia Rahma Kurnianda, Nia Rahma Nirwana Hendrastuty Noprisson, Handrie Nur Ani Nur Ani Nur Iman, Fauzi Nur Ismawati, Nur Nurfadhiilah, Annisa Nurhalizah, Siti Panjaitan, Bosar Ponco Sulistyo, Febryo Ponco Sulistyo Radityo Muhamad Rahmad, Khozaeni Bin Randika Aditio Ratna Kusumawardani, Ratna Richard Rifqi Muhammad Rinto Priambodo Riri Fajriah Riri Fajriah Rizka Ristiana Ruci Meiyanti Salamah , Umniy Salamah, Umniy Samidi Samidi Santoso, Teguh Budi Sari, Yunita Sartika Saruni Dwiasnati Sarwati Rahayu Setiawansyah Setiawansyah Shandy Yosua Sianturi, Heriston Siti Maesaroh Sitorus, Berlin P Sri Agustiani Br Siburian Sukarno Bahat Nauli, Sukarno Bahat Sumanto, Sumanto Suryani Dewi Syahdan Rinaldi Kurniawan Syamsir Alam Tanzil Jiro Ahyana Tedjo Nugroho Tedjo Nugroho Triyono, Gandung Vina Ayumi Vincentius Krisna Aditya Wachyu Hari Haji Wahyu Lestari Setyaningsih Wang, Junhai Warisman, Arey Nur Wirawan, Dian Wulan Trisnawati Yaya Sudarya Triana Yustika Erliani Zafina Aisyah