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All Journal Jurnal Manajemen Update CommIT (Communication & Information Technology) Jurnal Pekommas Jurnal Teknologi Informasi dan Ilmu Komputer Journal of Consumer Science Journal of Information Systems Engineering and Business Intelligence JOIV : International Journal on Informatics Visualization Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) RABIT: Jurnal Teknologi dan Sistem Informasi Univrab IJIS - Indonesian Journal On Information System Jurnal Ipteks Terapan ComTech: Computer, Mathematics and Engineering Applications Jurnal Abdimas PHB : Jurnal Pengabdian Masyarakat Progresif Humanis Brainstorming Jurnal Tekno Kompak Jurnal Teknologi Informasi dan Pendidikan JUTIS : Jurnal Teknik Informatika Journal of Information Systems and Informatics Abdimas Galuh: Jurnal Pengabdian Kepada Masyarakat TEPIAN International Journal Of Science, Technology & Management (IJSTM) Dharma Sevanam : Jurnal Pengabdian Masyarakat Jurnal Komunikasi, Sains dan Teknologi (JKST) jabdimasunipem International Transactions on Artificial Intelligence (ITALIC) Journal of Applied Research In Computer Science and Information Systems Proletarian : Community Service Development Journal
Erick Fernando B311087192
Bina Nusantara University
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Journal : Journal of Information Systems and Informatics

 1 
Comparative Analysis of KNN and Decision Tree Classification Algorithms for Early Stroke Prediction: A Machine Learning Approach Eldora, Karin; Fernando, Erick; Winanti, Winanti
Journal of Information System and Informatics Vol 6 No 1 (2024): March
Publisher : Universitas Bina Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51519/journalisi.v6i1.664

Abstract

Stroke is the second most deadly disease in the world and the third leading cause of disability. However, most deaths due to stroke can be prevented by recognizing the symptoms of stroke and taking preventive measures using information technology. Therefore, this research utilizes the role of information technology using a machine learning approach to predict stroke in a person using the K-Nearest Neighbor and Decision Tree classification methods. The two algorithms were compared to determine which algorithm was more effective in predicting stroke. Data analysis using the CRISP-DM approach was carried out using a dataset containing 5110 observations with 12 relevant attributes. Implementation of Exploratory Data Analysis (EDA) was also carried out for preprocessing, and oversampling techniques were applied to overcome the problem of unbalanced classes. The research results show that the predictive model with the highest level of accuracy was obtained at around 97.1845% using the K-Nearest Neighbor algorithm. This research makes a significant contribution to stroke prevention efforts through the use of information technology and machine learning algorithms for early identification of stroke risk.
Co-Authors ., Adiyanto ., winanti Ade saputra Adiyanto , Adiyanto Adiyanto Adiyanto Agistiawati, Eva Agustian, Wahid Rahmat Ahadi, Ahadi Ali Sadikin Andwiyan, Denny Angel, Mary Anugrah, Sandy Anwar, Moh. Nuril Ari Wibowo, Tony Asri Mulyani Basuki, Sucipto Beny Beny Budi Haryanto Cahya Kumoro, Dwi Ferdiyatmoko Cahyadi, Larissa Belva Chidir, Gusli Clarissa, Eleane Cyrilla Condrobimo, A. Raharto Condrobimo, A.Raharto Dede Kurniadi Denny Prabowo, Yulius Derist Touriano Dewi, Wulan Rahma Dina Fitria Murad Eldora, Karin Ervana, Ervana Eugenia, Janice Florence Fauzi Ahmad Muda Fauziyah, Asyifa Fayzhall, Mivy Fayzhall, Miyv Faza, Ahmad Fernando, Andhika Fianty, Melissa Indah Firman Anindra Fitriawati, Nora Gatc, Jullend Gazali Gazali Goestjahjanti, Francisca Sestri Gozali, Edy Haloho, Heppy New Year Hartati, Ria Hasna, Shofwatun Hendri Hendri Hermawati, Lusi Hetty Rohayani Hulu, Paulinus Hussein Hamid, Muhammad Hutagalung, Dhaniel Ikhsan, Ridho Bramulya Ionia Veritawati Irza, Dhany Kharisma Istajib Kulla Himmy’azz JAINURI, JAINURI Jaka Suwita Johan, Monika Evelin Juliater Simamarta Jumiran, Jumiran Karnawi Kamar, Karnawi Karyono Karyono Kulla Himmy'azz, Istajib Kulla Himmyázz, Istajib Kumoro, Dwi Ferdi Cahya Kumoro, Dwi Ferdiyatmoko Cahya Kurniabudi, Kurniabudi Kusumawardani, Fadilla Liga, Wendy Madani, Muchlishina Maspiyanti, Febri Mastra, Riadika Meyliana Meyliana Muldani Rachmat, Imam Mulyono, Herry Murtako, Amir Napitupulu, Bonar Napitupulu, Bonar Bangun Jeppri Novita Olin, Maria Nuraini Sari, Nuraini Nurasiah Nurasiah ., Nurasiah Nurasiah Nurasiah Nuryanti, Yulis Oktabrianto, Oktabrianto Oktarina, Thina Olin, Maria Novita Parlindungan, Davis Roganda Pattymahu, Gracia Christabel Henrietta Po Abas Sunarya Prabowo, Dimas Aditya Purno, Marhaendro Purwaningrum, Dwi Putriani, RDN Dwi Rachma Dewi, Wulan Rachman, Andi Ridho Rachmat, Imam Muldani Raden Mohamad Herdian Bhakti Riyanto Riyanto Riyanto Rizfie, Muhammad Dala Sahadah, Dewi Nely Sestri Goestjahjanti, Francisca Setiawan, Johan Siagian, Padapotan Siagian, Pandapotan Siagian, Pandapotan Silitonga, Nelson Silitongga, Nelson Silvian, Vergio Siti Maesaroh Sri Lestari Sri Mulyati Sudiyono, Rachma Nadhila Sukriyah, Sukriyah Supiana, Nana Supriyanto . Supriyanto Supriyanto Surjandy, Surjandy Suroso Suroso Susetyono, Eko Sutardi, Didi Syabanera, Nasya Dochka Tiara, Beby Tjahjana, David Touriono, Derist Umiyati, Hesti Winanti WINANTI, WINANTI Wisnu Murti, Nugroho Wiyono, Nuri Yudhatama, Dhimas Yudho, Mohammad Rizky Yulia, Yayah Yulius Denny Prabowo, Yulius Denny Yunitasari Yunitasari, Yunitasari Yusuf Yusuf