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Susi Handayani
Jurusan Teknik Kimia, Fakultas Teknik, Universitas Diponegoro Jln. Prof. Soedarto, Tembalang, Semarang, 50239, Telp/Fax: (024)7460058
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Journal : The Indonesian Journal of Computer Science

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Feature Selection in Naïve Bayes for Predicting ICU Needs of COVID-19 Patients Taslim, Taslim Malano; fajrizal; Handayani, Susi; Toresa, Dafwen
The Indonesian Journal of Computer Science Vol. 12 No. 3 (2023): The Indonesian Journal of Computer Science
Publisher : AI Society & STMIK Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33022/ijcs.v12i3.3211

Abstract

COVID-19 is a global pandemic that requires a coordinated global response in all healthcare and national healthcare systems. Identifying patients at high risk of contracting the COVID-19 virus is crucial to increasing awareness before patients become further infected by the virus, which can cause severe respiratory illnesses requiring specialized care in intensive care units (ICUs). This study aims to predict the need for ICUs in patients infected with the COVID-19 virus. The predicted ICU requirements serve as a reference for hospitals to meet the ICU needs of COVID-19 patients. The prediction of ICU requirements for COVID-19 patients is performed using the Naïve Bayes algorithm, and particle swarm optimization (PSO) used to obtain the best accuracy values from Naïve Bayes. In the initial testing, Naïve Bayes without feature selection resulted in an accuracy rate of 74.75%. Testing Naïve Bayes+PSO by increasing the number of PSO generations shows that as the number of generations in PSO increases, the accuracy rate also increases. Testing Naïve Bayes+PSO with 3000 generations and a population size of 20 shows an increase in the accuracy rate to 80.95%. Testing Naïve Bayes+PSO by increasing the population size to 40 with 1000 generations for each population size shows an increase in the accuracy rate to 80.70%.
Co-Authors A.A. Ketut Agung Cahyawan W Affandi, Egi Afriyani, Fauziah Agustin, Nency Agustina, Siska Ahmad, Luthfi Abdul Aziz Ali, Mazurina Mohd Amanda, Cahya Gita Aminuyati Ananda, Rekizal Andreani Kinata Arini, Indah Aziz, Malik Abdul Budi Setiawan Cahyanuzul, Pramaesty Adinda Ciptany, Irma Dewi Ganis CITRA DEWANTI, HANA Dewi Andriany Diana, Putri Uki Djayanti Sari DP, Muhammad Kurniawan Dwiningrum, Nurfianita Edi Susilo Efendi, Ricky Ardianto Emilda Emilda, E. Emilda, Emilda Endah Dewi Purnamasari Eni Wuryani Fadillah Sari, Fadillah Fajrizal Fajrizal Fajrizal, Fajrizal Firmansyah, Nunung Agus Fitriani, Nyayu FRANSISCA DWI, ASTRIED Gustina Siregar Hafsah Hafsah Halin, Hamid Hariyati Hariyati Hery Widijanto Hidayahtullah, Hafiz Indah, Yuni Indari, Ayu Indriyani Indriyani Insyirah Putikadea Jeffry Jeffry Junaidi, Sabda Kumala Sari Kurniawan, Mohammad Kusumaningsih, Ambar Lailan Safina Hasibuan Lestari, Kholilah Salsabila Lestari, Linda Libani, Ronal Lila Bismala Lisnawita Lisnawita Lumban Gaol, Nur Yanti M. Kurniawan, M. Maharani, Amelia Resta Mariana Mariana Marnisah , Luis Marnisah, Luis Marshelindy, Marshelindy Marzali, Syahid Alhakim Maulidi, Mohammad Ali Mayasari, Ni Made Elva Musfawatit, Musfawatit Mutaqin, Zenal Mutia Arda, Mutia Muzdalifah, Indah Nasution, Dewi Kesuma Neksen, Alpin Ni Nyoman Alit Triani Nor, Mhd Roslan Mhd Novita Dwi Susanti, Novita Dwi Nuhaliza, Nuhaliza Oktarina, Mely Oktridarti, Levy Parwito Parwito, Parwito Permata, Fadila Pertiwi, Krisma Gita Pradipta, Kurniawan Dwi Prasetyo, Yoyok Prawira, Deris Diwata Putra, Yudha Andriansyah Putri Erlyn Putri Utami, Putri Putri, Dhea Kharisma Raihanah Daulay Raisawati, Tatik Ramadhana, Nabilah Dita Ramadianti Ratu, Mutiara Kemala Rosita, Yanti Rosmaida, Mifta RR. Ella Evrita Hestiandari Sadat, Pamed Abdul Safina Hasibuan, Lailan Salamun Salamun Sali, Yopi Okta Saputri, Afra Diana Salsabila Untung Saputri, Andini Dwi Saputri, Selfi Sari, Dia Novita Sarjono, Audita Putri Septiadi, Muhammad Dede Sianturi, Elizabeth Irene Putri Silviyanti, Dita Aura Siregar, Hasan Sakti Siregar, Hasan Sakti Siregar, Rahmad Bahagia Siti Komariah Hildayanti, Siti Komariah Suryaman, A Syahril Syahril Syahril Syahrul Syahrul Syaiful Amri Saragih Taslim Taslim Taslim Taslim, Taslim Malano Taufiq, Reny Medikawati Tika, Yori Mans Togatorop, Eny Rolenti Toresa, Dafwen Veronica, Meilin Virna, Lira Wadud, Muhammad Wahab, Dinda Illene Walhidayat, Walhidayat Yayuk Hayulina Manurung Yudha Andriansyah Putra Yunita Widyastuti