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Journal : Systemic: Information System and Informatics Journal

Feature Selection With the Random Forest Packages to Predict Student Performance Slamet Wiyono; Dyah Apriliani; Taufiq Abidin; Dairoh Dairoh
Systemic: Information System and Informatics Journal Vol. 5 No. 1 (2019): Agustus
Publisher : Program Studi Sistem Informasi Fakultas Sains dan Teknologi, UIN Sunan Ampel Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (307.73 KB) | DOI: 10.29080/systemic.v5i1.618

Abstract

Each study program seeks to improve the quality of education and accreditation. One element that becomes the value of accreditation is students who graduate on time. The more active students, the more students will graduate on time. Thus, the head of the study program needs to make predictions of students who will be inactive in the next semester. To make predictions, we must determine what features are needed. This article is the result of feature selection research to predict the active status of students. The selection of features using seven features using the RandomForest package from R Studio. One feature as output is the active status of students and six features as input i.e; grade point (GP), grade point average (GPA), parent work, school majors, school category, and student hometown. The results of the selection of features show the strongest features to the weakest are; grade points (GP), grade point average (GPA), work of parents, majors of origin, schools of origin, and student hometown
Co-Authors Achmad Irwan Hamzani Achmad Miftahudin Af'idah, Dwi Intan Af’idah, Dwi Intan Agus Suprihadi Aini, Rakhmadhani Nurul Amaliyah Gian Amaliyah Gian F Ardi Susanto Ardi Susanto Arief Rachman Arief Rachman Aryani, Fajar Dian Atmo Gayuh Laksmono S Cece Sumantri Dega Surono Wibowo Dega Surono Wibowo, Dega Surono Djatmiko Indrianto Doni Cahya Adi Saputra Dwi Intan Af’idah Dwi Intan Af’idah Dyah Apriliani Dyah Apriliani Ginanjar Wiro Sasmito Handayani, Sharfina Febbi Heru Nur Cahyo I Nyoman Sujana Irfan Triadi Saputra Irvan Akbar Irwan Irwan Ishak, Andi Baso Lompengeng Jakaria Jakaria Juni Wantoro Koandres Koandres Krisnawati, Eli M. Fikri Hidayatullah M. Nishom M. Yoka Mc.Chambali Mc.Chambali Miftakhul Huda Mohammad Khambali, Mohammad Mokhamad Fakhrul Ulum, Mokhamad Muhammad Fikri Hidayattullah, Muhammad Fikri Muhammad Naufal Nurul Arifiah Gunarsih Nurul Renaningtias Oman Somantri Oman Somantri Qirani Rifa A Ratono Ratono Ratono Ratono, Ratono Riszki Wijayatun Pratiwi Riszki Wijayatun Pratiwi Riszki Wijayatun Pratiwi Riszki Wijayatun Pratiwi Riszki Wijayatun Pratiwi Riszki Wijayatun Pratiwi riszki wijayatun pratiwi, riszki wijayatun Rivaldo Mersis Brilianto Rudy Priyanto Sena Wijayanto Sharfina Febbi Handayani slamet Wiyono Slamet Wiyono Slamet Wiyono Slamet Wiyono Slamet Wiyono Slamet Wiyono Soesi Idayanti Solikhin, Annur Riyadhus Suryanto, Wiwit Susi Indah Sari Susi Nurindah Sari Susi Nurindah Sari Sutikno Sutikno Syarifudin Syarifudin Taufiq Abidin Taufiq Abidin, Taufiq Tiyas Vika Widyastuti Toarsi, Ferian Andhika Trima Mustofa, Trima Very Kurnia Bakti, Very Kurnia Wiyono, Slamet Yustia Hapsari, Yustia