Article Per Year (5 Year)
p-Index From 2021 - 2026
5.881
P-Index
This Author published in this journals
All Journal International Journal of Advances in Applied Sciences Bulletin of Electrical Engineering and Informatics Journal Industrial Servicess JUITA : Jurnal Informatika POSITIF CESS (Journal of Computer Engineering, System and Science) Jurnal The Messenger Sinkron : Jurnal dan Penelitian Teknik Informatika Jurnal Informatika Bianglala Informatika : Jurnal Komputer dan Informatika Akademi Bina Sarana Informatika Yogyakarta Indonesian Journal on Software Engineering (IJSE) Jurnal Manajemen STIE Muhammadiyah Palopo Bina Insani ICT Journal JURNAL MEDIA INFORMATIKA BUDIDARMA Information System for Educators and Professionals : Journal of Information System JITK (Jurnal Ilmu Pengetahuan dan Komputer) Techno Nusa Mandiri : Journal of Computing and Information Technology Edukasi Islami: Jurnal Pendidikan Islam Jurnal Hukum Ekonomi Syariah Jurnal Riset Informatika Journal of Information System, Applied, Management, Accounting and Research JURSIMA (Jurnal Sistem Informasi dan Manajemen) Al Marhalah Kordinat : Jurnal Komunikasi antar Perguruan Tinggi Agama Islam JAMI: Jurnal Ahli Muda Indonesia Al-Liqo: Jurnal Pendidikan Islam Journal of Students‘ Research in Computer Science (JSRCS) Indonesian Journal of Networking and Security - IJNS Kontribusi: Jurnal Penelitian dan Pengabdian Kepada Masyarakat AJAD : Jurnal Pengabdian kepada Masyarakat Paradigma INFORMATION SYSTEM FOR EDUCATORS AND PROFESSIONALS : Journal of Information System Journal of Training and Community Service Adpertisi JURSIMA TONGKONAN: Jurnal Pengabdian Masyarakat Jurnal Sistem Informasi dan Manajemen Jurnal Intelek Dan Cendikiawan Nusantara Ta'lim Ta'lim : Jurnal Multidisiplin Ilmu
Samudi
Universitas Bina Sarana Informatika
Religion Agriculture, Biological Sciences & Forestry Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Physics Social Sciences Transportation Other

Published : 55 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 2 Documents
Search
Journal : Paradigma

 1 
Building a Predictive Model for Chronic Kidney Disease: Integrating KNN and PSO Widodo, Slamet; Brawijaya, Herlambang; Samudi, Samudi
Paradigma - Jurnal Komputer dan Informatika Vol. 26 No. 1 (2024): March 2024 Period
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/p.v26i1.3282

Abstract

This study examines the improvement of prediction accuracy for Chronic Kidney Disease (CKD) through the integration of the K-Nearest Neighbors (KNN) method with Particle Swarm Optimization (PSO). Amidst the rising prevalence of CKD, closely related to diabetes and hypertension, early detection of CKD becomes a significant challenge, especially in Indonesia where access to healthcare facilities and public awareness remain limited. This study utilizes the Chronic Kidney Disease dataset from the UCI Machine Learning repository, encompassing 400 patient records with 24 clinical, laboratory, and demographic variables. With the KNN method, this approach classifies data based on feature proximity, while PSO is used for feature selection and parameter optimization, enhancing the model's accuracy and efficiency in identifying CKD at early stages. The findings indicate a significant improvement in prediction accuracy, from 80.00% using KNN to 97.75% after integration with PSO. These results affirm that the combined approach of KNN and PSO holds great potential in improving early detection and management of CKD, paving the way for further research into practical applications in the healthcare field.
Building a Predictive Model for Chronic Kidney Disease: Integrating KNN and PSO Widodo, Slamet; Brawijaya, Herlambang; Samudi, Samudi
Paradigma - Jurnal Komputer dan Informatika Vol. 26 No. 1 (2024): March 2024 Period
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/p.v26i1.3282

Abstract

This study examines the improvement of prediction accuracy for Chronic Kidney Disease (CKD) through the integration of the K-Nearest Neighbors (KNN) method with Particle Swarm Optimization (PSO). Amidst the rising prevalence of CKD, closely related to diabetes and hypertension, early detection of CKD becomes a significant challenge, especially in Indonesia where access to healthcare facilities and public awareness remain limited. This study utilizes the Chronic Kidney Disease dataset from the UCI Machine Learning repository, encompassing 400 patient records with 24 clinical, laboratory, and demographic variables. With the KNN method, this approach classifies data based on feature proximity, while PSO is used for feature selection and parameter optimization, enhancing the model's accuracy and efficiency in identifying CKD at early stages. The findings indicate a significant improvement in prediction accuracy, from 80.00% using KNN to 97.75% after integration with PSO. These results affirm that the combined approach of KNN and PSO holds great potential in improving early detection and management of CKD, paving the way for further research into practical applications in the healthcare field.
Co-Authors - UBSI, Slamet Abd. Rahman Achmad Maezar Bayu Aji ADHI DHARMA SURIYANTO Agus Junaidi Akmaludin Akmaludin, Akmaludin Ali Nurdin Ali Nurdin Alma Eka Ayuningtyas Anas Nasrudin Andi Saryoko Andy Widya Putera Anna Mukhayaroh Anna Mukhayaroh Anna Mukhayaroh Anna Mukhayaroh, Anna Arifin, Muhammad Arifin Budiman Budiman Dicky Taruna Dwi Cahyo Hadi Kusumo Efi Rokana Endang Retnoningsih Erni Ratna Dewi Erwina Erwina, Erwina Gunawan Witjaksana, Gunawan Harmono, Feri Prasetyo Hartawat, A. Sri Indira i Haryani Hasmirati Hayat, Husnul Heri Setiaji Herlambang Brawijaya Ida Farida Irawati, Titik Irfan, Noor Kudiantoro Widianto, Kudiantoro Kurnia, Ukun Liliek Budiastuti Wiratmo, Liliek Budiastuti M. Mujiono, M. Mujiono Mallapiang, Yassir Mohammad Badrul Muhammad Arifin Muhammad Muharrom Nalendra, Adimas Nicodias Palasara Nuraeni Herlinawati Qalbi, Nur Qalbi, Nur Qalbi Qudsiyah Qudsiyah Ratna Dewi, Erni Riska Aryanti Rohmatulloh, Puri Rosidin Rosidin Siti Faizah Slamet Widodo Slamet Widodo Slamet Widodo Slamet Widodo Slamet Widodo Soleh, Soleh Sopiyan Dalis Suhardin Suhardin, Suhardin Sujariati Sujariati, Sujariati Sukma Jaya Susy Rosida Syahruddin Mahmud, Syahruddin Taufik Baidawi, Taufik Ukun, Ukun Kurnia Windu Gata Yuliani, Yuri Yuni Eka Achyani, Yuni Eka Yunia, Noorma Zulfikar, Rachmat