Klasterisasi Tingkat Masa Studi Tepat Waktu Mahasiswa Menggunakan Algoritma K-Medoids

Abstract

The period of study on time is one of the parameters of a student's success in completing college to obtain a bachelor's degree. A student is said to have completed his studies on time if he is able to complete his studies less than or equal to the predetermined time. Academic Provides facilities to find out the estimated time of student graduation. By providing information on which students are included in the cluster, they can complete their studies on time and which students do not complete their studies on time. In this study, the data processed were data from students who had graduated in the previous year. Then the data is processed using rapidminer software. This study applies the K-Medoids algorithm in clustering. The result of testing this method is to determine the student clusters who can complete the study period on time and the student clusters who cannot complete the study period on time. This research is expected to contribute to the campus in evaluating the tendency of students to complete their studies on time or not. The results of the evaluation of performance can produce information for study programs, lecturers and students in making policies

Perbandingan Algoritma K-Means dan K-Medoids untuk Pengelompokan Daerah Produksi Kakao

“…Algoritma K-Medoids menggunakan metode partisi clustering dalam melakukan klasterisasi sejumlah n objek menjadi suatu kelompok [11] . Tahapan proses algoritma K-Medoids adalah [7]:…”

“…C1 mencerminkan 18 daerah yang memiliki produktivitas padi rendah, dan C2 yang mencerminkan 12 daerah yang memiliki produktivitas padi tinggi. Penelitian yang dilakukan pada tahun 2021 yang lalu [11], penelitian ini tujuannya untuk mengaplikasikan metode K-Medoids pada proses pengelompokan tingkat masa studi tepat waktu mahasiswa. Informasi yang dihasilkan dari pengaplikasian algoritma K-Medoids pada Metode clustering ini dapat bermanfaat bagi pihak pendidikan khususnya pihak kampus dalam melakukan kegiatan-kegiatan untuk mengurangi jumlah mahasiswa yang diperkirakan tidak mampu menuntaskan masa studi tepat waktu.…”