PREDATECS: Public Research Journal of Engineering, Data Technology and Computer Science
Vol. 1 No. 1: PREDATECS July 2023

Random Forest Optimization Using Particle Swarm Optimization for Diabetes Classification

Pangeran Fadillah Pratama (Universitas Islam Negeri Sultan Syarif Kasim Riau)
Desvita Rahmadani (Universitas Islam Negeri Sultan Syarif Kasim Riau)
Rahma Sani Nahampun (Universitas Islam Negeri Sultan Syarif Kasim Riau)
Della Harmutika (Universitas Islam Negeri Sultan Syarif Kasim Riau)
Akhas Rahmadeyan (Universitas Islam Negeri Sultan Syarif Kasim Riau)
Muhammad Fikri Evizal (National Dong Hwa University)

Article Info

Publish Date
24 Jul 2023

Abstract

Diabetes mellitus is a chronic degenerative disease caused by a lack of insulin production in the pancreas or the body's ability to use insulin less effectively. According to a report by the World Health Organization (WHO), 4% of the total deaths in the world are caused by diabetes. The International Diabetes Federation (IDF) notes that in 2013 there has been an increase in diabetes sufferers. Indonesia is the seventh place with the largest number of cases of diabetes mellitus. In this study, the method used to classify diabetes is using a random forest algorithm with Particle Swarm Optimization (PSO) optimization. This study resulted in an accuracy of the random forest classification algorithm of 78.2% and 82.1 using PSO optimization with an increase in value of 3.9%. It can be concluded that PSO optimization can provide a better increase in classification accuracy values when compared to the random forest algorithm without PSO optimization

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Journal Info
PREDATECS: Public Research Journal of Engineering, Data Technology and Computer Science
Website

Abbrev

predatecs

Publisher

Institut Riset dan Publikasi Indonesia

Subject

Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Electrical & Electronics Engineering Engineering

Description

PREDATECS: Public Research Journal of Engineering, Data Technology and Computer Science is a scientific journal published by the Institute of Research and Publication Indonesian (IRPI) or Institut Riset dan Publikasi Indonesia (IRPI). The main focus of PREDATECS Journal is Engineering, Data ...