Jurnal Indonesia : Manajemen Informatika dan Komunikasi
Vol. 4 No. 1 (2023): Jurnal Indonesia : Manajemen Informatika dan Komunikasi (JIMIK)

MODEL KLASIFIKASI BERBASIS MACHINE LEARNING UNTUK PERPANJANGAN MASA JABATAN KEPALA SEKOLAH MENGGUNAKAN ALGORITMA C4.5

Puji Catur Siswipraptini (Institut Teknologi PLN)
Ahmad Saputra Fadiarora (Institut Teknologi PLN)
Hengki Sikumbang (Institut Teknologi PLN)

Article Info

Publish Date
10 Jan 2023

Abstract

The extension assessment process of the tenure’s school principal at Dinas Pendidikan Kabupaten Musi Rawas runs manually, so it takes more than 1 (one) month to get the results. This study aims to model a classification based on Machine Learning technique using the C4.5 Decission Tree algorithm to make it easier for supervisors to provide recommendations whether the principal’s position has Extended or Not Extended status. The research design uses the CRISP-DM concept which is adopted to the needs of the research objectives. The resulting model has 15 rules which are used as the basis for forming a Decision Tree. Model validation measurement was tested using the Confusion Matrix method and it provides an accuracy of 83,3%.

Copyrights © 2023




Citation Download
RIS
EndNote, Reference Manager, ProCite
BibTex
Latex, Jabref
Original Source
Download Original
Google Scholar
Check in Google Scholar
Journal Info
Jurnal Indonesia : Manajemen Informatika dan Komunikasi
Website

Abbrev

jimik

Publisher

Akademi Manajemen Informasi dan Komputer Indonesia

Subject

Computer Science & IT

Description

Jurnal Indonesia : Manajemen Informatika dan Komunikasi, with ISSN 2723-7060 (Online) dan XXXX-XXXX (Print) published by Lembaga Penelitian dan Pengabdian Kepada Masyarakat (LPPM) AMIK Indonesia. It is a biennial refereed journal that discusses community practices and processes. It provides a forum ...