JISICOM (Journal of Information System, Infomatics and Computing)
Vol 6 No 1 (2022): JISICOM: June 2022

Optimization of Naïve Bayes Algorithm Parameters for Student Graduation Prediction at Universitas Dirgantara Marsekal Suryadarma

Muryan Awaludin (Universitas Dirgantara Marsekal Suryadarma)
Verdi Yasin (STMIK Jayakarta)
Mega Wahyuningsih (Universitas Dirgantara Marsekal Suryadarma, Indonesia)

Article Info

Publish Date
17 Jun 2022

Abstract

The Information Systems Study Program at Unsurya is a new department and only a few graduate students. Based on data obtained from graduates of the 2018/2019 academic year, 41 students graduated, including 26 students who experienced delays in taking their studies. A system that can predict student graduation is needed so that the Information Systems department can produce more student graduations than before. By optimizing the parameters of the Naïve Bayes algorithm, it can be applied in predicting graduation by utilizing previous student graduation data, the attributes used are gender, age, sks, gpa, and student status. The results of research testing using Rapid Miner 9.8 with 41 training data and 25 testing data, yielding 96% accuracy, 90.91% recall, and 100% precision.

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Journal Info
JISICOM (Journal of Information System, Infomatics and Computing)
Website

Abbrev

jisicom

Publisher

Sekolah Tinggi Manajemen Informatika dan Komputer Jayakarta

Subject

Computer Science & IT

Description

JISICOM (Journal of Information System, Informatics and Computing) , ini, diterbitkan oleh Program Studi Teknik Informatika, Sistem Informasi dan Lembaga Pengembangan, Penelitian dan Pengabdian Masyarakat, Sekolah Tinggi Manajemen Informatika dan Komputer ...