Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer
Vol 4 No 6 (2020): Juni 2020

Implementasi Algoritme Fuzzy C-Means dengan Particle Swarm Optimization (FCMPSO) untuk Pengelompokan Proses Berpikir Siswa dalam Proses Belajar

Nur Sa'diyah (Fakultas Ilmu Komputer, Universitas Brawijaya)
Ahmad Afif Supianto (Fakultas Ilmu Komputer, Universitas Brawijaya)
Candra Dewi (Fakultas Ilmu Komputer, Universitas Brawijaya)



Article Info

Publish Date
24 Jul 2020

Abstract

The current learning process can be carried out using a variety of learning media, one of which is called Monsakun, a learning media about simple arithmetic word problems. Learning activities undertaken by students at Monsakun will be stored in the datalog. The datalog is a representation of students' thought processes while studying with Monsakun. The thought process that students do when studying at Monsakun certainly varies from one student to another student. Therefore, clustering students who have a tendency to think similarly into the same group is needed in order to facilitate the teaching staff in handling and providing appropriate feedback on the learning constraints of their students. This study aims to utilize datalog from Monsakun learning media to get groups of students' thought processes in the learning process using the Fuzzy C-Means algorithm that is optimized with Particle Swarm Optimization (FCMPSO). Based on the results of the implementation that has been carried out using 12 data assignments at Monsakun, the best results are group formation dominated by 2 clusters. The optimum parameter values ​​have different results for each data assignment, and there is only the same optimum value for all data assignments on the learning factor parameters.

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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 ...