Article Per Year (5 Year)
p-Index From 2020 - 2025
0.947
P-Index
This Author published in this journals
All Journal Industrial Engineering Online Journal Jurnal Informatika dan Teknik Elektro Terapan JATI (Jurnal Mahasiswa Teknik Informatika) Jurnal AbdiMU Izzatuna: Jurnal Ilmu Al-Qur'an dan Tafsir
Afifudin, Muhammad
Unknown Affiliation
Religion Computer Science & IT Economics, Econometrics & Finance Education Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Other

Published : 5 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Jurnal Informatika dan Teknik Elektro Terapan

 1 
GWO-SVM: AN APPROACH TO IMPROVING SVM PERFORMANCE USING GREY WOLF OPTIMIZER IN INTELLECTUAL DISABILITY CLASSIFICATION Afifudin, Muhammad; Junaidi, Achmad; Sihananto, Andreas Nugroho; Fithriyah, Izzatul
Jurnal Informatika dan Teknik Elektro Terapan Vol 12, No 3S1 (2024)
Publisher : Universitas Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23960/jitet.v12i3S1.5359

Abstract

 Intellectual disability (ID) is a neurodevelopmental disorder that requires early and accurate diagnosis. This study aims to improve the efficiency of ID diagnosis using a machine learning approach. A Support Vector Machine (SVM) model optimized with Grey Wolf Optimizer (GWO) was developed and trained using data from questionnaires completed by 101 families/guardians of ID patients at RSUD Dr. Soetomo Surabaya. The features used include family history, cognitive abilities, and adaptive behaviors. The results showed that the GWO-SVM model achieved an accuracy of 95% in classifying ID patients, an improvement of 5% compared to the conventional SVM. The GWO algorithm successfully optimized the parameters in SVM, resulting in a model with the best performance. These findings indicate the potential of GWO-SVM as an effective and efficient tool for assisting in the diagnosis of ID.
Co-Authors Achmad Junaidi Andreas Nugroho Sihananto Anis, Ahmad Aries Susanty Izzatul Fithriyah Mintarsih, Mimin Nur'aeni, Nur'aeni Rani Purbaningtyas, Rani Salsabila At Thohir, Sasqia Wulandari, Sholihah Ayu