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Journal : JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING

Data Mining with Logistic Regression and Support Vector Machine for Hepatitis Disease Diagnosis Amrin, Amrin; Rudianto, Rudianto; Sismadi , Sismadi
JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Vol. 8 No. 2 (2025): Issues January 2025
Publisher : Universitas Medan Area

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31289/jite.v8i2.13218

Abstract

Hepatitis is a chronic and dangerous disease that can lead to death. Making early predictions to detect hepatitis is very important because many people still underestimate the disease. These predictions can be made by collecting patient data or health examination results, so that preventive measures can be taken faster and better. Early diagnosis of the disease is important for prompt management and treatment. The right stage of diagnosis activities and accurate disease prediction in time can save many patients. The magnitude of this disease problem in Indonesia can be known from various studies, studies, and disease observation activities. In this study, researchers will apply and compare data mining classification methods, namely the Logistic Regression method and Support Vector Machine to diagnose hepatitis disease. Based on the research, it is known that the Logistic Regression method has an accuracy rate of 84.62% and an under the curve (AUC) value of 0.841, then the Support Vector Machine method has an accuracy rate of 87% and an AUC value of 0.865. From the t-test results, it can be seen that there is no significant difference between the Logistic Regression and Support Vector Machine methods, because the value = 0.520>0.05. This shows that the Logistic Regression method has almost the same performance as the Support Vector Machine method. Hopefully the results of this research can help doctors determine a diagnosis more quickly and reduce the possibility of misdiagnosis so that early detection of hepatitis can be carried out more widely, especially in remote areas with limited health facilities
Co-Authors A Halim Abdul Aziz Abdul Rauf Ade Yamindago Adiyanto, Chori Afnijar Wahyu Aisyah Aisyah Akbar, Panji Akram Ista Alfi, Rizki Alif Putra, Tubagus Tyan Aliviyanti, Dian Amrin Amrin Ander, Ander Andi Sanata Andik Isdianto Ari Susandy Sanjaya, Ari Susandy Arianto, Reza Fahyuzi Ariyanto, Febri Armyn Atlanta Putra Aryani, Retno Aryani., Retno Asran, Asran Audina Putri B.M.A.S. Anaconda Bangkara Bambang Pujiasmanto Bambang Semedi Bambang Widiyahseno, Bambang Beryansyah, Beryansyah Cecylia, Cecylia Citra Satrya Utama Dewi Citra Satrya Utama Dewi Defri Yona Denny Widhiyanuriyawan Didit Suprihanto, Didit Dina Lestari, Dina Dwi Haryanta Edi - Susilo Edwar, Ester Edy Supriyono Ekasari, Silvia Ekawati, Irna Eni Irfiani Fatizhudin, Fatizhudin Fatmawati Patang Fazhari, Syafrisya Fitro, Achmad Freddy Johanis Rumambi Gunawan Gunawan Gunawan, Waliadi Gustiarini Rika Putri Hafni Hafni Handayani, Popon Harahap, Amin Hardin Hardin, Hardin Harjiro, Harjito Hendriarto, Prasetyono Hermawan, Dody Hery Indria Dwi Puspita Hetty Manurung, Hetty Hidayanti, Nur Hidayanti, Nurul Ida Widaningrum, Ida Inkiriwang, Alfred Intan, Tifani Irma Rahayu, Irma Irna Ekawati JHELANG ANNOVASHO Jhon Roby Purba Juliyatno, Juliyatno Kania, Raden Khairul Anwar Kurniawan, Fandy Ahmad Kurniawan, I Made Gede Ariestova Limbong, Randa LUBIS, PAULINA Majid, Ahmad Farham Manik, Helen Kristin Manuella Mardaya, Mardaya Mardhiah Mardhiah Maria, Wawan, Marsella, Prasastiara Eka Milanisi, Italiani Moh. Syamsul Ma’arif Mohammad Arif Asadi Muhlis Madani, Muhlis Munirah Munirah Musran Munizu NARO, AULIA Nasrulhaq Nasrulhaq, Nasrulhaq Nofriadi Nofriadi Nugroho Adi Purnomo Nugroho Djati Satmoko Nur Asmi NurFaizy, Achmad Nurhikmah Nurhikmah Nurida Isnaeni Nurjannah Nurjannah NURUL HIDAYAH Nurul Ilmi, Nurul Nuruzzaman, Abdullah Nur‘Aini, Dwi Oktanti, Rani Otong Saeful Bachri Pakpahan, Marisi Pasaribu, Lady Novelin Pasulle, Farel Patrick Patrick Pawindu, Elma Pharmayeni Pharmayeni Prahastika, Widha Pratama, Ilham Okta Prayogi, Ratnawati Priadi, Ribut Purianti, Dewi Purnama, Bambang PURWANTI PURWANTI Putri , Gustiarini Rika Raga, Muhammad Raga Sucianata Rahma Diani, Rahma Rahmanita Ginting Rahmawati, Rahmawati Rambe, Lismawati RAMBE, MAHADI KESUMA Rante, Jones Zenas Rarasrum Dyah Kasitowati Rasiman Rasiman Ratna Wijayanti Daniar Paramita Redi Bintarto Rien Handayani Rismadi, Bambang Rohiyatussakinah, Ina Rudy Agung Nugroho Ruzita Sumiati Safira, Nadia Saifurridzal, Saifurridzal Sajian, Aldi Sanjaya, Ari Susandi Sarah Rum Handayani Sari, Scyndi Permata Sari, Wulan Iyhig Ratna Siahaan, Rahel Sintadevi Sihombing, Erni Trirenna Siregar, Alan Bangun Siregar, Faisal Efendi Sismadi , Sismadi Sisworo, Ari Siswoyo, Mardi Siti Arifah Siti Nurlaela Sitti Aisyah Solihati, Tifani Intan Sri Widari Subagyono, Dirgarini Nurlianti Julia Subandi Subandi Supriyatna Supriyatna Suyoso, Gandu Eko Julianto Syaharani, Ramada Tabina, Cania Atika Tandidatu, Namsi Tangkudung, Audrey Gamaliel Dotulong Tarigan, Teguh Karya Darma Teguh Dwi Widodo Thariq, Muhammad tri wahyuni Tuty Swarni Sinaga Wahyudi Wahyudi Wahyudi, Tedi Warasi, Guspriaman Wazirotus Sakinah Widiawati, Nanda Yasim, Ahmad Yasni, Yasni Yuliany, Nur Yunengsih, Yuyun ZULHAMIDI, ZULHAMIDI Zulqi Fahreza Akbar Zulqi Fahreza Akbar