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Journal : International Journal of Artificial Intelligence and Science

A Comparative Study of Logistic Regression and Support Vector Machine for COVID-19 Symptom Prediction Ferdiansyah, Ferdiansyah; Putra, Briandy Tri; Yulianingsih, Evi; Fatmasari, Fatmasari; Idham, Muhammad
International Journal of Artificial Intelligence and Science Vol. 1 No. 1 (2024): September
Publisher : Asosiasi Doktor Sistem Informasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.63158/IJAIS.v1.i1.8

Abstract

The rapid spread of COVID-19 has created a critical need for accurate and efficient tools to predict symptoms and aid in early diagnosis. This study aims to compare the effectiveness of two machine learning models, Logistic Regression and Support Vector Machine (SVM), in predicting COVID-19 symptoms based on patient data. The dataset used contains key COVID-19 symptoms, which were processed and modeled using both techniques. Logistic Regression was evaluated alongside SVM using three different kernels: Linear, Sigmoid, and Radial Basis Function (RBF). The models' performance was measured using the Confusion Matrix to assess accuracy. Logistic Regression achieved an accuracy of 96.78%, while the SVM with the RBF Kernel slightly outperformed it with an accuracy of 96.85%. The SVM with the Sigmoid Kernel performed the least effectively, with an accuracy of 95.19%. These findings suggest that both models are highly effective for symptom prediction, with the RBF Kernel showing the best overall performance in handling complex, non-linear data patterns.
Co-Authors Abdul Halim Abdul Haris, Abdul Haris Abdul Khair Abdusaahid, Abdusaahid Abrar Tanjung Adelia Novita Sari Adiana Mutamsari, Adiana Adinda Armilia Putri Adna, Muhamad Bakhrul Adnan Adnan Aflah, Dzakiyah Agus Hartoko Al Fajar, Muhammad Rasyad Al-Fikri, Muhammad Ambiyar, Ambiyar Ananda , Risa Dwi Andesti, Olga Andira, Pipi Dwi Arbeit, Abraham Aldo Ardabili, Ardabili Aris Iwansyah Ariyati, Havifah Aryudha, Syahdan Indra Aziz, Ayi Jamaludin B, Ahmad Nurul Ihsan Bagus Permana Bastam, Mukhlis Nahriri Berchah Pitoewas Bimo Dwi Lukito, Bimo Dwi Cecep Hidayat Deri Latika Herda Deviani, Rina Dewa, Raefy Punta Dewi Rahayu Dewi, Bela Purnama Didi Didi, Didi Dinah Husniah Dolly Virgian Shaka Yudha Sakti dompak, timbul Dwi Septiani Dzulkifli, Dzulkifli Efrianova, Vivi Eka Dea Pramudita Elza Zeriana Eriman, Laode Fachri, Akbar Fadillah, Farhan Fadli Andi Natsif Fadli Fadli Fahreza, M. Rizky Fahrudin, Mohamad Seh Fajarita, Lusi Fani Keprila Prima Fatmasari Fatmasari Firdaus Firdaus Fitri Sagantha Gazalin, Junaid Gufran, Gufran Hamim, Sumi Amariena Handaka Handaka, Handaka Hanoselina, Yulia Hanum, Nurfadillah Haris Rismayana, Aris Hartono Hartono Hasnawati Hasnawati Haura Atthahara Heni Kusumawati Herliana, Irma Hermansyah Hermansyah Ihu, Safardan Ko Ika Susanti Ikhwanul Hanif Ilham Ilham imam maulana, imam Ines Dayani Intan Permatasari Irawan Irawan Izzi Jalal, Alfi Juanita, Safitri Junil Adri Juvita, Juvita Kaharuddin Kelvin Kelvin KURNIA KURNIA, KURNIA Kusdiana, Yayu Kusno Kusno Kususma, Indra Cahya Luthfiyah, Lutfiyah Maestro Pasaribu, Yohanes Mardin, Yuzuf Martines Sabiliun Muttaqina Masnur Masnur Mastorat Mastorat Ma’ruf, Anang Mega Dwi Septivani Melani, Nur De Afni Muammar Khaddafi Muarif, Muarif Mughniy, M. Abdi Fatahu Muhaji Muhaji Muhamad Ridwan Muhammad Idham Muhammad Muslim, Muhammad Muhammad Zaki Muharram, Hari Mulyadi, Wahyu Mulyati Mulyati Musyfikah Ilyas, Musyfikah Nadia Sabila Nasaruddin Nasaruddin Nasronudin Nasronudin Ngadino Surip Diposumarto, Ngadino Surip NINGSIH, NINGSIH Ningsih, Yulia Rahayu Niniek Widyorini Nur, Syarif Nurmeyliandari, Revianty Oihu, Safardan Ka Palyanti, Mega Pradisa, Riska Pramadjaya, Angga Pratama, Nando Kaliman Pratiwi, Vanesa Diyan Prihartini Widiyanti Priyambada, Agung Putra, Briandy Tri Putri, Nurhalisa Putri, Windi windiani R, Raisul Amin Rachim, Reslianty Rahma, Sri Rahmadhona Fitri Helmi Rahmi, Ranti Sania Ramadhan, Sahrul Ramadhani, Yerix Ramadisu Mafra, Ramadisu Ramdhaniyah, Yulia Rasimin Rasimin, Rasimin Ratih Kusuma Dewi Ratna Wulandari Rendy Ardiansyah Restiawati, Restiawati Retno Indrawati Roestamadji Retno Pudji Rahayu Reza Ardiansyah Rifdah Assyifa Rio Azhari, Fahmi Riskiya Dina Paramita Risma, Andi Rizqiullah, Nabila Rosita Rosita Rusfandi Rusfandi Rusman, Muhammad Sagaf, Umar Sahid Ridho Sahriani, Sahriani Saing, Ferdiansyah Salsabila, Ilmi Aurelin Septyawinanda, Ema Serly Pramudita Sihura, Sancka S.G Siregar, Ahmad Ansyari Siti Jubaidah, Siti Siti Munfiatik Siti Nuraeni, Siti Siti Nurhayati Siti Qomariyah Khairunisa, Siti Qomariyah sitompul, sanuryanti Subhan, Ega Siful Suci Nurangraini, Adelia Sudarso, Aden Prawiro Sugiarti, Cucu Sukma, Pasya Monica Sukrin, Sukrin Sunarto Sunarto Surya, Gilang Adhika Suryani Suryani Syahputra, Deni Tasanah Assakur, Yoga Hilmi Tinaria, Lisa Tomohiro Kotaki, Tomohiro Ulfa Ulfa Ulza, Emaridial Ulza umb, Ibrahim Unung Verawardina, Unung Usman, Fatoni Vindua, Raditia Wahyu Setiawan Wahyuddin Wahyuddin Waluyo, Sejati Wati, Rani Sri Wijaya, Anto Wijaya, Etistika Wiriadinata, Saddam Rizki Yanto, La Yuki Yulianingsih, Evi Zainuddin, Zainuddin Zakariyah, Imbrahim Zakia Putri, Indah Zulkifli Zulkifli