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All Journal Seminar Nasional Aplikasi Teknologi Informasi (SNATI) TELKOMNIKA (Telecommunication Computing Electronics and Control) Bulletin of Electrical Engineering and Informatics Jurnal Informatika CommIT (Communication & Information Technology) Explore: Jurnal Sistem Informasi dan Telematika (Telekomunikasi, Multimedia dan Informatika) Telematika JUITA : Jurnal Informatika Seminar Nasional Informatika (SEMNASIF) POSITIF Annual Research Seminar JOIN (Jurnal Online Informatika) Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) International Journal of Artificial Intelligence Research RABIT: Jurnal Teknologi dan Sistem Informasi Univrab Jurnal Ilmiah Matrik Jusikom : Jurnal Sistem Komputer Musirawas Jurnal Sisfokom (Sistem Informasi dan Komputer) Jurnal Teknologi Sistem Informasi dan Aplikasi Jurnal Ilmiah Media Sisfo JURIKOM (Jurnal Riset Komputer) JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Jurnal Informatika Global Journal of Information Systems and Informatics Jurnal Teknologi Dan Sistem Informasi Bisnis Indonesian Journal of Electrical Engineering and Computer Science Jurnal Teknologi Informatika dan Komputer Jurnal Restikom : Riset Teknik Informatika dan Komputer Journal of Computer and Information Systems Ampera Jurnal Pengembangan Sistem Informasi dan Informatika Journal of Applied Computer Science and Technology (JACOST) Jurnal Mahasiswa Sistem Informasi (JMSI) Jurnal Nasional Pengabdian Masyarakat J-SAKTI (Jurnal Sains Komputer dan Informatika) International Journal Software Engineering and Computer Science (IJSECS) Jurnal Bina Komputer International Journal of Scientific and Professional Formosa Journal of Computer and Information Science Jurnal Ilmu Komputer dan Sistem Informasi Ngabdimas Kesatria : Jurnal Penerapan Sistem Informasi (Komputer dan Manajemen) Jurnal Ilmiah Betrik : Besemah Teknologi Informasi dan Komputer Journal of Computer Science and Technology Application
Yesi Novaria Kunang
Universitas Bina Darma
Agriculture, Biological Sciences & Forestry Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Library & Information Science Medicine & Pharmacology Nursing Public Health Social Sciences Other

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Journal : formosa journal of computer and information science

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Determining Student Graduation Patterns Based on Semester Package Service Types at Universitas Terbuka Using the Apriori Algorithm Lora Ersitha; Yesi Novaria Kunang; Usman Ependi; Ari Muzakir
Formosa Journal of Computer and Information Science Vol. 5 No. 2 (2026): August 2026
Publisher : PT FORMOSA CENDEKIA GLOBAL

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55927/fjcis.v5i2.17332

Abstract

This study identifies graduation patterns associated with semester package services at Universitas Terbuka (UT) Palembang using the Apriori association rule algorithm. The dataset consisted of 1,134 alumni of the Bachelor of Management program who graduated during 2020–2025. The attributes were transformed into transaction items representing semester package service, study completion status, graduation predicate, and learning management system (LMS) usage. Apriori was implemented in RapidMiner with minimum support of 10% and minimum confidence of 70%, and lift was used to assess association strength. Eight rules satisfied the thresholds. The most representative service-related pattern was Timely, SIPAS Semi, and Very Satisfactory, with support 15%, confidence 81%, and lift 1.13. SIPAS non-TTM had slightly higher support as a single service pattern, but its combined Timely rule produced lower confidence and lift than SIPAS Semi.
Co-Authors Adam Prasetya Afiyudi, Afiyudi Afriyudi Agus Setiawan Ahmad Zarkasi Andika, Muhamad Andri Andri Anggie Khristian Ari Muzakir Arief Algiffary Armansyah, Risky Beni Brahara Bhakti Yudho Suprapto Bogy Dharma Sandi Damayanti, Nita Rosa Darmawahyuni, Annisa Dedy Syamsuar Dedy Syamsuar Deris Stiawan Dwi Nur Ramadhan Dzakwan, Fadhlur Rahman Edi Surya Negara Egy Septian Eka Puji Agustini Endang Etriyanti Fajarino, Aldo Fatma sari Fatmasari Fatmasari Ferdiansyah Ferdiansyah Fernandy Jupiter Firdaus Firdaus Firdaus Gllen yusuf abbel Hadinata, Novri Hamanrora, Muhammad Dio Hellen Puspita Sari Hendra Marta Yudha Herdiansyah, Izman Herdiansyah, M. Izman Herdiansyah, M. Izman Herferry, Ibrahim Ade Ilman Zuhri Yadi Ilman Zuhri Yadi Ilman Zuhriyadi Inda Anggraini Irwansyah Ibrahim Jonathan Parker Kurniawan Kurniawan Kurniawan, Tri Basuki Lailatul Akmal Lang Dimas Perkasa Leon Andretti Abdillah Liza Fahreni Lora Ersitha M Fikri M Izman Herdiansyah Mahmud Mahmud Mahmud Mahmud Maria, Fitri Muhammad Fachrurrozi Muhammad Finaldo Muhammad Hatta Muhammad Izman Herdiansyah Muhammad Naufal Rachmatullah Netti Herawati Novi Yusliani Novifika, Seva Nuzulur Ramadhona Permatasari, Susan Dian Prasetya, M. Iqbal Pratiwi, Ayu Okta Prilsafira, Tania Putra, Muhammad Hatta Putri Ramadhani, Nasywa Rianda, M. Rianda Rio Ananda Fitriansyah Sapitri, Wulan Siti Nurmaini Sri Murniati Suryayusra - Susan Dian Purnamasari Susan Dian Purnamasari, Susan Dian Syafaat Prasetia Taqrim Ibadi Tata Sutabri Tia Permata Sari Toni Tri Atmojo Toriko, Liu Tri Basuki Kurniawan Usman Ependi Via Sukma Cendanie Widya Cholil Widya Putri Mentari Winoto Chandra Wulandari, Intan Fitriana Yanti Pasmawati Yayuk Ike Meilani Yudi, Endang Darmawan Yunike, Yunike Yustida Bellini Ziqrullah, Muhammad Hafiz Zulkifli Harahap Zulkifli Harahap