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All Journal JDM (Jurnal Dinamika Manajemen) BANGUN REKAPRIMA RABIT: Jurnal Teknologi dan Sistem Informasi Univrab JOURNAL OF SCIENCE AND SOCIAL RESEARCH Jurnal Abdimas PHB : Jurnal Pengabdian Masyarakat Progresif Humanis Brainstorming Journal of Information Systems and Informatics International Journal of Economics Development Research (IJEDR) Abdimas Galuh : Jurnal Pengabdian Kepada Masyarakat International Journal of Social and Management Studies (IJOSMAS) JPM: JURNAL PENGABDIAN MASYARAKAT Prosiding Konferensi Nasional PKM-CSR Journal of Information Systems and Management Dharma Sevanam : Jurnal Pengabdian Masyarakat Jurnal Komunikasi, Sains dan Teknologi (JKST) AKSIOMA : Jurnal Sains Ekonomi dan Edukasi PROFESOR : Professional Education Studies and Operations Research Proletarian : Community Service Development Journal International Journal of Innovation Research in Education, Technology and Management (IJIRETM)
WINANTI, WINANTI
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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 Ade saputra Adiyanto Adiyanto Agistiawati, Eva AGUS PURWANTO Agus Purwanto Agustriani, Mega Ahadi, Ahadi Alexander, Ilham Fauzi Alfi, Muhammad Aman, Mustar Anshori, Rizki Irfan Arizqa, Winanda Muftia Asbari, Masduki Asmarulloh, Muhamamad Alfin Ayyasy, Ahmad Nafis Azhari Azhari Bangun Napitupulu, Bonar Jeppri Basuki, Sucipto Basuki, Teguh Insan Pembangunan Budiadyana, Gusti Nyoman Cahya Kumoro, Dwi Ferdiyatmoko Cahya Kumoro, Dwi Ferdyatmoko Chidir, Gusli Dedi Gunawan Dina Fitria Murad Efriani, Betharia eka , Henry antonius Eldora, Karin Erick Fernando B311087192 Fahira, Dea Fajriah, Rosika Nur Fajrin, Andira Fayzhall, Miyv Faza, Ahmad Fianty, Melissa Indah Firayanti, Yuni Fuadi, Aris Goestjahjanti, Francisca Goestjahjanti, Francisca Sestri Goestjahjanti, Fransisca Sestri Gosestjahjanti, Francisca Sestri Gozali, Ahmad Haniyah, Haniyah Hartati, Ria Hasna, Shoftwatun Hasna, Shofwatun Hendriyati, Penny Himmy'azz, Istajib KUlla Himmy'azz, Istajib Kulla Kulla Himmy’azz, Istajib Kulla Hulu, Paolinus Hulu, Paulinus Hutagalung, Dhaniel Hyun, Choi Chi Ida Jubaedah Imelda, Donna Imil, Wardatul Innocentius Bernarto, Innocentius Isbah, Latif Palikal Isnaini, Sri Wahyuni JAINURI, JAINURI Johan Johan Johan, Monika Evelin Jubaida, Ida Jumiran, Jumiran Karnawi Kamar, Karnawi Karyadi, Novan Karyono Karyono Kulla, Istajib Kumoro, Dwi Ferdi Cahya Kumoro, Dwi Ferdiyatmoko Cahya Kumoro, Ferdiyatmoko Cahya Kusumaningsih, Sekundina Williana Lael, Badriyatul Luthfian, Muhamad Luthfian, Muhammad Mahardhika, Tubagus Manalu, Lorence Maqin, Samsul Maulana, Abbas Mulyani, Rosi Napitupulu, Bonar Bangun Jeppri Natswa, Bonar Bangun Jeppri Nauli, Rika Ristana Nofiyanti Nofiyanti, Nofiyanti Novitasari, Dewiana Nugraha, Raka Kusuma Nugroho, Rizki Nurasiah Nurasiah Nurhayati Nurhayati Nurhermawan, Ressa Nurul Fatkhi, Rinjas Nuryanti, Yulis Octarina, Thina Oktarina, Thina Pebrina, Erni Taruli Pramono, Rudy Pratama, Sahrul Wahyu Purno, Marhaendro Purwaningrum, Dwi Putra, Firdaus Rahmandani, Niken Yulia Rahmawati, Adhelia Febri Rahmawati, Rahmawati Ramadani, Tia Riyantao, Joko Riyanto Riyanto Rizfie, Muhammad Dala Sabila, Azzahra Raysa Safitri, Asih Sahadah, Dewi Nelly Sakhroji, Sakhroji Sefthian Sefthian, Sefthian Setiawan, Johan Setiawan, Rizky Setyani, Ika Shintya Maelani Sidik, Achmad Sidiq, Ilham Silitonga, Nelson Simorangkir, Yosua Siti Maesaroh Sitorus, Santa Lusianna Solaeman, Deny Solaiman, Deny Sri Lestari Sri Wahyuni Asnaini, Sri Wahyuni Srinita, Srinita Sudiyono, Rachma Nadhila Sudiyono, Rachma Nadila Sudiyono, Yusuf Sukriyah, Sukriyah Sunanto, Rintis Mardika Sunarto, Rintis Mardika Supiana, Nana Supriyanto Supriyanto Suroso Suroso Suseno, Bayu Sutraliyana, Marliyani Suwita, Jaka Syahfitri, Thelya Mulya Tiara, Beby Tjahjana, David Trisolvena, Muhammad Nana Wardiansyah Wardiansyah, Wardiansyah widjaja, henry antonius eka Wijayanti, Laksmi Mayesti Wiyono, Nuri Yaafi, Naufal yanthy, Evy Yoga Prihastomo Yulia, Yayah Yulius Denny Prabowo, Yulius Denny Yunita Rahmawati Yunitasari Yunitasari, Yunitasari Yusuf Yusuf Zhalfa, Elsa