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Journal : Journal of Applied Data Sciences

Multi-Algorithm to Measure the Accuracy Level of Diabetes Status Prediction Zulkifli, Zulkifli; Makkiyah, Feda Anisah; Antoni, Darius; Fitriana, Fitriana; Jamaan, Taufik; Taufik, Ahmad
Journal of Applied Data Sciences Vol 5, No 2: MAY 2024
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v5i2.250

Abstract

Poor management of diabetes leads to damage in organs and body tissues, impacting crucial organs like the heart, kidneys, eyes, and nerves. Although there is no permanent cure for diabetes, early detection enables effective disease management, which researchers and medical professionals agree enhances recovery prospects. The rapid progress in information technology has facilitated early prediction and diagnosis of diseases through Machine Learning (ML), a subset of Artificial Intelligence (AI) comprising various algorithms such as Neural Network, Support Vector Machine (SVM), kNN, Random Forest, and Naïve Bayes. These algorithms serve as effective tools in handling predictive data. Early prediction of diabetes holds the potential to control the disease and save lives. Therefore, the focus of this research is to develop a predictive model for diabetes status by utilizing various algorithms, but the level of validation of this model still needs to be tested. The dataset utilized consists of information from several diabetic patients, including eight input variables (pregnancies, glucose levels, blood pressure, skin thickness, insulin levels, BMI, age, and diabetes pedigree function) and one output variable (diabetes status). Research findings indicate that the SVM algorithm exhibits superior accuracy (84%) in predicting diabetes status compared to other algorithms such as neural network, Random Forest, Naïve Bayes, and kNN.
Co-Authors Abdurrosid, Lalu Muhammad Kamal Adawiyah, Hazanatul Agung Suhadi Agus Kosasih, Agus Agustina, Delia Indah Agustina, Nova Ahmad Mustaniruddin Akhmad Zamroni Al, Muchammad Bio Alawiyah, Geby Alaydrus, Mukaddam Amalia, Anita Reski Amelya Putri, Latifah Andi Rosdianti Razak, Andi Rosdianti Andrianingsih Anissa, Lentiani Ansyori, Maz Isa Antoni, Darius Anwar, Hamdani Arfi Syamsun Arman Ashari, Lulu Hasan Asrul Sani Aswad H Saad Atrianti, Atrianti Azka, Af'idatul Azman, Zainal Bambang Husni Nugroho Batubara, Monica Mulyani Bhiaztika Ristyanadi Botha, Marten Budi Setiawati BUDIYANTO Burhanuddin Burhanuddin chandra, Pasmah Charles Charles Cukup Mulyana Decky Aditya Zulkarnaen Delima Delima Doharma, Rouli Doharma, Rouly Fachrun, Muh. Fadillah, Sri Fahruddin, Ahmad Hanif Fajri, Annur Falah, Hadi Mirojul Fariqhan, Dimas Zul Fathul Djannah Fauziah, Farah Ferdiansyah, Ahmad Fitriana Fitriana Gazali, Munawir Hamrun Hana, Siti Harahap, Henrawansyah Hardivizon Hardivizon Hartatin, Rika Hendra Suryadi Heni Pujiastuti Heru Sriyono Hidayat, Mayasya Afifah Hinda Lestari, Neng Ibda, Hamidulloh Idris, Mochammad Ihyani Malik Indah Sabri, Alifyah Nur Indra Lestari, Indra Irwansyah Irwansyah Jalil, Muhamad Jamil, Ahmad Jamil, Muhammad Ridwan Jemma, Jemma JUNAEDI Kadriyan, Hamsu Kailani, Mohd Kamsi, Nurlila Khairul Muslim Kirom, Askhabul Kirom Kurniasari, Indah Kusmana Kusmana Leli Hasanah Lubis Lestari, Rizka Vidya Lestia, Aprida Siska Lukito, Reni Marwiyati M Amin, M Makkiyah, Feda Anisah Manaf, Irfan Mariah Ulfah Miftahul Huda Mira Lestira Hariani Mochammad Imron Awalludin Mone, Ansyari Mubasyaroh Mubasyaroh, Mubasyaroh Muhammad Ramadhan Muhammad Rosyidi, Rohadi Muhammad Yunus Muryono, Tupan Tri Mustapidah, Tita Siti Novitawati, Nelly Nur Azizah Nur Mauliana, Julia Nur Wahid, Nur Nuswanto, Heru Susetyo Ohan Farhan Otong Nurhilal Padauleng, Novrita Parawu, Hafiz Elfiansyah Parulian, L Taufik Prasetyaningtyas , Fitria Dwi Pratama, Muhammad Rivaldi Purnaning, Dyah Puspa, Andi Asindah Puspita, Diah Ayu Putri Aisyah Nurrachman, Salsa Rahayu, Dhian Nur Rahim, Samsir Ramadhani, Khadafi Rina Febriana Rizki Ramadhani Rokyal Harjanty Rosalina, Zakiyah Salafudin Salafudin, Salafudin Salama, Heti Saputro, Wahid Hadi Sari, Nurmita Septiani, Nonik Setyawan, Cahya Edi Siti Aisyah Soelaiman, T. A Fauzi Soma, Tito Arya Steven Christian Suhaimi, Firdaus Sunanda, Sunanda Suparman Suparman Susi Rahayu Syahidah, Putri Amalina Syakila, Nurul Amira Tarigan, Ruth Riah Ate Taufik Jamaan Vandita, Lalu Yoga Witjoro, Wisnu Adi Wulandari, Rizka Wulpiah, Wulpiah Yasin, Muhammad Faishal Yuherman Yuherman Yulianti, Almaida Yusuf, Abdul Mazid Yusutria Yusutria Zakaria, Wan Fariza Alyati Wan Zarkasi, Zarkasi Zuhan, Arif