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All Journal Dinamika Informatika DoubleClick : Journal of Computer and Information Technology Journal on Education Mudir : Jurnal Manajemen Pendidikan Infotekmesin Journal of Intelligent Decision Support System (IDSS) Budimas : Jurnal Pengabdian Masyarakat Community Development Journal: Jurnal Pengabdian Masyarakat Jurnal Inovasi Penelitian Yumary: Jurnal Pengabdian kepada Masyarakat International Journal of Computer and Information System (IJCIS) Journal Basic Science and Technology Komatika: Jurnal Pengabdian Kepada Masyarakat Transformasi Jurnal Sistim Informasi dan Teknologi Jurnal Ilmiah Sistem Informasi dan Ilmu Komputer Malcom: Indonesian Journal of Machine Learning and Computer Science Jurnal Pengabdian Pancasila (JPP) Journal of Artificial Intelligence and Digital Business Prosiding Seminar Informasi Kesehatan Nasional Jurnal Pengabdian Masyarakat Bangsa Journal Neosantara Hybrid Learning International Journal of Advance Social Sciences and Education (IJASSE) Journal of Information Systems Management and Digital Business Journal of Professional Elementary Education Jurnal Pengabdian Masyarakat Ekonomi dan Bisnis Digital Asian Journal of Management, Entrepreneurship and Social Science
Tri Yusnanto
STMIK Bina Patria
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Journal : Jurnal Ilmiah Sistem Informasi dan Ilmu Komputer

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Model Prediksi Penyakit Ginjal Menggunakan Algoritma Neural Network Khoirul Mustofa; Linda Widyaningrum; Wiji Lestari; Tri Yusnanto
Jurnal ilmiah Sistem Informasi dan Ilmu Komputer Vol. 5 No. 2 (2025): Juli : Jurnal ilmiah Sistem Informasi dan Ilmu Komputer
Publisher : Lembaga Pengembangan Kinerja Dosen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55606/juisik.v5i2.1219

Abstract

Neural networks are the focal point of machine learning research. Their applications span across various fields and solve complex and intricate problems. Neural networks have now been applied in health image processing to detect various diseases such as cancer and diabetes. Another disease that threatens our health is kidney disease. This disease is becoming more common due to the substances and elements we consume. Death is imminent and inevitable within a few days without at least one functioning kidney. Ignoring kidney damage can lead to chronic kidney disease leading to death. Often, Kidney Disease and its symptoms are mild and gradual, often going unnoticed for years and only being realized recently. This study used 400 patients with 10 attributes as our dataset from Bade General Hospital. We used a Neural network model to predict the presence or absence of kidney disease susceptibility in patients. The model yielded an accuracy of 98%. Furthermore, we identified and highlighted the important features to rank the features used in kidney disease prediction. The results revealed that two attributes; Creatinine and Bicarbonate had the highest influence on kidney disease susceptibility prediction.
Co-Authors Abdurrahman Sadikin Achmad Abdul Azis Achmad Zahruddin Ahmad Junaidi Arief Yanto Rukmana Arsan, Wansen Rey Barroso, Uwe Christ Windreis Deni Lestiono Didit Hadayanti, Didit Dimantara, William Dwi Astuti Ema Utami Fahrina Mustafa Fatimah Nur Arifah Fatkhurrochman, Fatkhurrochman Ginting, Suheri handayani, riska dwi Haryo Adiyatman Wicaksono Haryo Adiyatman Wicaksono Himawan Ilmi, Aziz Rizki Miftahul Jamaluddin Majid Joko Purwanto Joko Purwanto Kanafi Kanafi Kanafi Kanafi, Kanafi Kapti . Kapti Kapti, Kapti Karindra Triwulandari Kase, Emanuel B.S Khoirul Mustofa Kusnadi, Iwan Henri Lamboy Sinaga, Victor Linda Widyaningrum Machmudi, Moch Ali Maja, Gergely Moch Ali Machmudi Moch Ali Machmudi Moch Ali mahmudi Moch Ali Mahmudir Muhammad Abdul Muin Muhammad Rafidan Birul Arzaq mulyadi ar Muqorobin, Muqorobin Mustofa, Khaoirul Nur Kholik Rafidan Birul Arzaq, Muhammad Rini Nuraini, Rini Riska Dwi Handayani Safar, Muh Safarudin, Muhamad Sigid Sari, Mike Nurmalia Setyaningsih , Agustina Sri Waluyo Sudarmawan, Sudarmawan Sugeng Wahyudiono Sugeng Wahyudiono Sugeng Wahyudiono Sugeng Wahyudiono, Sugeng Sukris Sutiyatno susilo, Gatot Thoriq, Muhammad Iyas Titin Endrawati Tri Febrina Melinda Ulinuha, Zakya Faaza Wahyu Priyoatmoko WIJI LESTARI Yeza Febriani Yusuf Wahyu Setiya Putra