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All Journal Tekno : Jurnal Teknologi Elektro dan Kejuruan Jurnal Edukasi Elektro Techno.Com: Jurnal Teknologi Informasi Bulletin of Electrical Engineering and Informatics Jurnal Teknologi dan Sistem Komputer International Journal of Artificial Intelligence Research Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control Jurnal Sains dan Informatika ILKOM Jurnal Ilmiah J-Dinamika: Jurnal Pengabdian Kepada Masyarakat JASIEK (Jurnal Aplikasi Sains, Informasi, Elektronika dan Komputer) Abdi Dosen : Jurnal Pengabdian Pada Masyarakat Journal of Robotics and Control (JRC) Indonesian Journal of Electrical Engineering and Computer Science Community Development Journal: Jurnal Pengabdian Masyarakat AbdiTechno (Jurnal Pengabdian Masyarakat) Prosiding Seminar Nasional Pengabdian Kepada Masyarakat JURNAL PENGABDIAN PENDIDIKAN MASYARAKAT (JPPM) Jurnal Riset Rumpun Agama dan Filsafat JOINCS (Journal of Informatics, Network, and Computer Science) Bulletin of Social Informatics Theory and Application Prosiding Seminar Nasional Pengabdian kepada Masyarakat (SINAPMAS)
Mokh Sholihul Hadi
Universitas Negeri Malang
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Mathematics Mechanical Engineering Public Health Social Sciences Other

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Journal : ILKOM Jurnal Ilmiah

 1 
Cloud-Based Realtime Decision System for Severity Classification of COVID-19 Self-Isolation Patients using Machine Learning Algorithm Sugiono, Bhima Satria Rizki; Hadi, Mokh. Sholihul; Zaeni, Ilham Ari Elbaith; Sujito, Sujito; Irvan, Mhd
ILKOM Jurnal Ilmiah Vol 15, No 3 (2023)
Publisher : Prodi Teknik Informatika FIK Universitas Muslim Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33096/ilkom.v15i3.1945.413-426

Abstract

The global impact of the COVID-19 pandemic has been profound, affecting economies and societal structures worldwide. Indonesia, with a high caseload, has encountered significant challenges across various sectors. Virus transmission primarily occurs through physical contact, and the surge in active cases has strained hospital capacities, leading to the hospitalization of only severe cases. The remaining patients receive home telecare, but some experience sudden health deterioration with fatal consequences. To address this issue, this study proposes a remote outpatient care system utilizing Internet of Things (IoT) technology and medical electronics. This integrated system aims to provide an effective response to the COVID-19 pandemic. The research includes a comparative analysis of three machine-learning algorithms: decision tree, gradient tree boosting, and random forest for the classification of COVID-19 patients. The results reveal that the random forest algorithm outperforms the others with an accuracy rate of 70%, as compared to 67% for the decision tree and 62% for the gradient tree boosting algorithm. This integrated system not only addresses immediate healthcare delivery challenges but also offers data-driven insights for patient classification, thereby enhancing the effectiveness and reach of medical interventions
Co-Authors A.N. Afandi Achmad Safii Adi Izhar Che Ani Agung Witjoro Ahmad Fuadi Ahmad Sariful Anwar Ahmad Shukri Firdhaus Kamaruzaman Ahmad, Sharaf Aji Prasetya Wibawa Alfin Firmansyah Andriana Kusuma Dewi Anik Nur Handayani Annisa Firly Aprilia Putri Arfienda Miawa Tyassilva Arfiyansyah, Rizky Argeshwara, Dityo Kreshna Aripriharta - Arisatya Bharotoyakti Arrohman, Maulana Ludfi Aswin Rosadi Busaeri, Siti Rahbiah Che Ani, Adi Izhar Choirul Tri Fandiansyah Deva Putri Lestari Dito Valentino Dityo Kreshna Argeshwara Dityo Kreshna Argeshwara Dwi Arini Mufarichah Dwi Puri Fatmala Dyah Lestari Faidzin, Ilham Fatma Cahyaningrum Fattah, Muhammad Hattah Febryan, Febryan Fido Arya Kusuma Firdhaus Kamaruzaman, Ahmad Shukri Hamdani Mohammad Farid, Mohammad Afiq Hari, Nirwana Haidar Hasanuddin, Tasrif I Made Wirawan Irvan, Mhd Joumil Aidil Saifuddin Julfikar Mawansyah Lisma Hafifatul Aprilia M Syamsul Huda M. Alfian Mizar M. Farrel Akbar Firzatullah M. Rodzi Faiz Mhd. Irvan, Mhd. Irvan Moh. Zainul Falah Mohammad Afiq Hamdani Mohammad Farid Mohd Ikmal Fitri Maruzuki Muhammad Afnan Habibi Muhammad Yazid Muhiban Syabani Muladi Pradipta Adi Nugroho Ramdan Satra Ratna Juwita Resi Sari Dwijayanti Kartikasari Riski Achmad Fauzi Rizky Asillia P Sari Rosnani Rosnani Ryan Harris Abdillah Samsul Setumin Satia Nur Maharani Setumin, Samsul Shidiqi, Maulana Ahmad As Shidiqi, Maulana As Siti Juliana Abu Bakar Siti Sendari Siti Zubaidah Soenar Soekopitojo Soraya Norma Mustika Sugiono, Bhima Satria Rizki Sugiono, Bhima Satria Rizky Sujito Sujito Sujito Sujito Sumarno . Sunaryono Susilo, Suhiro Wongso Syaad Patmanthara Syafiq Ubaidilah Syaiful Anwar Tiara Windrias Putri Yandhika Surya Akbar Gumilang Yuli Agustina, Yuli Zaeni, Ilham Ari Elbaith Zulkham Umar Rosyidin Zulkham Umar Rosyidin