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All Journal SAMUDERA Jurnal Penelitian Pendidikan IPA (JPPIPA) Indonesian Journal of Artificial Intelligence and Data Mining International Journal of Engineering, Science and Information Technology Jurnal Abdi Masyarakat Indonesia Chemical Engineering Journal Storage (CEJS) Jurnal Inovasi Pengabdian Masyarakat Pendidikan Jurnal Teknologi Kimia Unimal Chimica Didactica Acta : Journal of Chemistry and Chemistry Education Jurnal Malikussaleh Mengabdi
Sulhatun Sulhatun
Universitas Malikussaleh
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Journal : Indonesian Journal of Artificial Intelligence and Data Mining

 1 
Data Sharing Technique for Electronic Health Record (EHR) Classification using Support Vector Machine Algorithm Moh. Erkamim; Said Thaufik Rizaldi; Sepriano Sepriano; Khoirun Nisa; Sulhatun Sulhatun; Zilrahmi Zilrahmi; Winalia Agwil
Indonesian Journal of Artificial Intelligence and Data Mining Vol 6, No 1 (2023): Maret 2023
Publisher : Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/ijaidm.v6i1.24794

Abstract

The Electronic Health Record (EHR) integrates information about medical history in patients, complications, and history of drug use efficiently, which demands optimality and speed of service for efficiency and effectiveness of services, especially in determining outpatient and inpatient services on accurate patient history data. In efforts to improve data accuracy, this study combined the c, γ, and degree kernels in the Linear, Polynomial, and Radial Basis Function (RBF) kernels as well as data sharing techniques 10-fold cross-validation, k-medoids, and Hold- out (70 % 30%) resulted in superior K-Medoids data sharing techniques for each Polynomial kernel with an accuracy of 75.76% and a Radial Basis Function (RBF) kernel with an accuracy of 75.56% so that it can be said that the combination of K-Medoids and Polynominal kernel in the algorithm Support Vector Machine (SVM) can be used in this research case
Co-Authors Adriyan Jondra Afifa Luthfia Agam Muarif Ahmad Fikri Allawiyah, Annisa Zaen Almia Permata Putri Ariski Saina Ariski Saina Ayu Sutia Amanda Azhari Azhari Azril Fahmi Cut Rika Saffira Dandy Frandica Desriani, Chintiara Dewi Lestari Dina Nasution, Zukhrufi dwi ayu lestari, dwi ayu Eddy Kurniawan Emil Izmilia Eva Nurmaidah Nurmaidah Evi Juliati Faisal Faisal Fibarzi, Wiza Ulfa Fikri Hasfita Fitria, Lisa Fitriyani Sirait Giffary, Muhammad Hajijah Hajijah Hanif, Hanif Hijratul Izzati Ibrahim, Ishak Ida Riski Indah Aprilla Intan Sulastri Irma Yani, Irma Ishak Ishak Ishak Ishak Jalaluddin Jalaluddin Jalaluddin Jalaluddin Jalaluddin Jalaluddin Josua Lorent Barus Julinawati, Julinawati Kamar, Iqbal Khalsiah Khalsiah Khoirun Nisa Kuswandi Kuswandi Leni Maulinda, Leni Likdanawati Lina Sari Silalahi Lirinzha, Rizkha Lukman Hakim Marisa Fitria Maryanti Maryanti Masrulita Masrulita Masrulita Masrulita Masrullita Masrullita Masrullita Masrullita Masrullita, Masrullita Meriatna Meriatna Mira Aulia Moh. Erkamim Muammar Khadafi Muhammad Fazlunnazar Muhammad Muhammad Muhammad Muhammad Muhammad nur Ichsan Tamiogy Muhammad, Muhammad Muliadi Muliadi Mulyawan, Rizka Mutiara Pujana Pujana Mutiawati Mutiawati Nadiratun Nabiwa Nasrul ZA Nasrul ZA Nasrul ZA, Nasrul Nasrul Za, Nasrul Za Nazwa Meliyani Harahap Nia Sagita Lestari Nikmat Wanda Nita Sari Novi Sylvia Novita Dewi Nur rizqi Fattah Lubis Nurdina Hayati Nurlaila, Rizka Nurlian Nurlian Nurlian Nurmalita Nurmalita Nurmalita Nurmalita Nurul Fadhillah Nurul Khumaida Nyimas Yanqoritha Pane, Nurul Anisa Paramita Utari pradana, ardie surya Purwoko, Agus Rahmadhani, Rahmadhani Rati Halimatussakdiyah Raudhatul Ulfa Raudhatul Ulfa Rauzatun Jannah Reza Abdillah Harahap Rizka Mulyawan Rizka Mulyawan Rizka Mulyawan Rizka Nurlaila Rizka Nurlaila Rizka Nurlaila Rozanna Dewi Safrina Melya Said Thaufik Rizaldi Sarah Sarah Seli Novianna Brutu Sepriano Sepriano Sinta Morina siregar, annisa febrianti Sitorus, Sarifah Sri Awalin Marpaung Sri Rahayu Retnowulan Sri Santika Suryati Suryati Suryati Suryati Suryati Suryati Suryati Suryati Syamsul Bahri Syamsul Bahri Syamsul Bahri Taufiq Taufiq Tisara Tisara Ulfa, Raudhatul Veithzal Rivai Zainal Wan Rafly Wibowo, Rofiq Imam Winalia Agwil Wiza Ulfa Fibarzi Wiza Ulfa Fibarzi Wusnah Wusnah, Wusnah Zahrol Hilmi Zainuddin Ginting Zilrahmi, Zilrahmi Zulmiardi Zulmiardi, Zulmiardi Zulnazri, Z Zurrahmi, Zurrahmi