Article Per Year (5 Year)
p-Index From 2021 - 2026
3.525
P-Index
This Author published in this journals
All Journal TELKOMNIKA (Telecommunication Computing Electronics and Control) KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) IJCIT (Indonesian Journal on Computer and Information Technology) Bianglala Informatika : Jurnal Komputer dan Informatika Akademi Bina Sarana Informatika Yogyakarta Indonesian Journal on Software Engineering (IJSE) JURNAL MEDIA INFORMATIKA BUDIDARMA JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI Jurnal Teknoinfo EVOLUSI : Jurnal Sains dan Manajemen JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Community Development Journal: Jurnal Pengabdian Masyarakat TIN: TERAPAN INFORMATIKA NUSANTARA Infotek : Jurnal Informatika dan Teknologi Jurnal Scientia MEANS (Media Informasi Analisa dan Sistem) Jurnal Pengabdian kepada Masyarakat Nusantara Jurnal Abdimas Ekonomi dan Bisnis Conten : Computer and Network Technology Indonesian Journal of Networking and Security - IJNS Jurnal Insan Jurnal Informatika dan Rekayasa Perangkat Lunak EVOLUSI : Jurnal Sains dan Manajemen
Eva Argarini Pratama
Universitas Bina Sarana Informatika
Aerospace Engineering Arts Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Neuroscience Nursing Physics Public Health Social Sciences Veterinary Other

Published : 31 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 31 Documents
Search

 1   2   3   4 
Optimized decision tree classification method for diabetes prediction Elly Muningsih; Fabriyan Fandi Dwi Imaniawan; Aprih Widayanto; Eva Argarini Pratama; Sutrisno Sutrisno; Sri Kiswati
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 22, No 4: August 2024
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v22i4.25656

Abstract

Diabetes is one of the most deadly chronic diseases because most sufferers do not realize they have it. A more accurate prediction of diabetes disease must be made to reduce the risk of bad things happening to sufferers. This research will optimize the decision tree (DT) classification method for diabetes prediction. Optimization is done by splitting criteria, splitting data, particle swarm optimization (PSO), and parameter optimization to find the highest and most accurate forecast of diabetes. Splitting criteria is done by comparing the results of three criteria, namely gain ratio (GR), information gain (IG), and gini index (GI). Splitting data is done by dividing training data and testing data into three comparison groups, namely 70:30, 80:20, and 90:10. The application of PSO and parameter optimization is carried out to increase the accuracy value. The processed data is taken from the UCI machine learning repository with 520 records and 17 attributes (1 class/label attribute). From the experiments, the GI criterion with splitting data 90:10 obtained the greatest accuracy of 98.08%, and the combination with PSO resulted in an accuracy of 97.66%. Meanwhile, parameter optimization with splitting data 90:10 combined with GR criteria resulted in the highest accuracy of 97.90%.
Co-Authors Afit Muhammad Lukman Ahmad Nouvel Ahmad Nouvel - AMIK BSI Purwokerto Ahmad Nouvel - AMIK BSI Purwokerto Angga Ardiansyah Anida Sabilal Khoeroh Aprih Widayanto Ari Widiyanti Corie Mei Hellyana Dian Gazy - AMIK BSI Purwokerto Elly Muningsih Fabriyan Fandi Dwi Imaniawan Fajar, Riki Isken Koto Rangkik Galuh Dwi Hanasti Hanny Mitya Paramita Hasyim, Azophy Rendiansyah Ina Maryani Joko Dwi Mulyanto Khaerul Wildan Maryani, Ina Nandarang, Diasmita Nur Amaliyah, Audy Nuzul Imam Fadlilah Recha Abriana Anggraini Riyad Nur Firmansyah Rosanah, Mila Saifudin Saifudin Sandra Jamu Kuryanti Sinta Krisgianti Sri Kiswati Suleman Suleman Supriatiningsih Supriatiningsih Supriatiningsih, Supriatiningsih Sutrisno, Sutrisno Utarki, Sagita Vadlya Maarif Vembria Rose Handayani Widi Puspita Rini