Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer
Vol 2 No 11 (2018): November 2018

Implementasi Data Mining untuk Prediksi Mahasiswa Pengambil Mata Kuliah dengan Algoritme Naive Bayes

Indra Kurniawan Syahputra (Fakultas Ilmu Komputer, Universitas Brawijaya)
Fitra Abdurrachman Bachtiar (Fakultas Ilmu Komputer, Universitas Brawijaya)
Satrio Agung Wicaksono (Fakultas Ilmu Komputer, Universitas Brawijaya)



Article Info

Publish Date
02 Aug 2018

Abstract

Faculty of Computer Science of Brawijaya University's academic division has tasks for scheduling and determining courses every semester offered for students. However, the scheduling process has some problems such as, many of classes are offered while the students who are interests in that course are very low or vice verca. Therefore, a system is needed that can predict students will take a course or not. One of the solutions is using data mining classification. Based on student's attributes values, grade points, grade point average, semester credit units, cumulative semester credit units, and the semester is used to classify whether the student will take certain courses. Result of the classification divided into two classes that are ‘Yes' for student who take the class and No class for student who put off the class. Classification process is performed using Naive Bayes Classification (NBC) algorithm. The process used data from the odd semester in 2014 to even semester in 2015 for training and from odd semester in 2016 for testing. Prediction result using two courses as sample, the result of accuracy score for Customer Relationship Management course is 85,88%, while for Wireless Network course is 44,92%. The output of this research is a web-based dashboard that displays a comparison of actual dan predict values of each course in certain year and semester.

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Journal Info

Abbrev

j-ptiik

Publisher

Subject

Computer Science & IT Control & Systems Engineering Education Electrical & Electronics Engineering Engineering

Description

Jurnal Pengembangan Teknlogi Informasi dan Ilmu Komputer (J-PTIIK) Universitas Brawijaya merupakan jurnal keilmuan dibidang komputer yang memuat tulisan ilmiah hasil dari penelitian mahasiswa-mahasiswa Fakultas Ilmu Komputer Universitas Brawijaya. Jurnal ini diharapkan dapat mengembangkan penelitian ...