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Guntoro, Guntoro
Universitas Lancang Kuning
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Journal : IT JOURNAL RESEARCH AND DEVELOPMENT

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Classification Analysis of Unilak Informatics Engineering Students Using Support Vector Machine (SVM), Iterative Dichotomiser 3 (ID3), Random Forest and K-Nearest Neighbors (KNN) Sunaryanto, Hadi; Hasan, Mhd Arief; Guntoro, Guntoro
IT Journal Research and Development Vol. 7 No. 1 (2022)
Publisher : UIR PRESS

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25299/itjrd.2022.8912

Abstract

This research is entitled “Classification Analysis of the Study Period of Informatics Engineering Study Program Students at Unilak with the Support Vector Machine (SVM), Iterative Dichotomiser 3 (ID3), Random Forest and K-Nearest Neighbors (KNN)" method. an attempt to understand whether there are factors that influence the length of a student's study period. Basically, the length of the study period is not a measure of a student's non-academic academic ability, but most people judge that students with a study period of more than 8 semesters or long are not good. Therefore, the researcher chose to classify the factors that affect the length of the student's study period at the Faculty of Computer Science, Lancang Kuning University. This study uses 4 (four) calculation methods. With the several methods used, the authors can compare the results of the four calculation methods so that they can determine which method is better calculated. The result of this research is a comparison between 4 (four) calculation methods in determining which method has good classification ability
Co-Authors Abdullah Abdullah Ahmad Zamsuri, Ahmad Alfarasy, Febrizal Ali, Helmiyati Abdullah Anto Ariyanto Anto Ariyanto, Anto Antonius Fernando Aulia, Mhd. Iqbal AYU RAHMAWATI Bayu Febriadi, Bayu Budia Misri Budianto Hamuddin Budiastuti, Susanti David Setiawan David Setiawan, David Elfrida Ratnawati Fenty Widya Hamzah Eteruddin Hamzah Hamzah Hari Gunawan Herni Utami Rahmawati idel waldelmi, idel Istiatin, Istiatin Jeni Wardi Johar, Olivia Anggie Lasri Nijal Latifa Siswati Lisnawita Lisnawita Lisnawita Lisnawita Loneli Costaner Lubis, Ahmad Fahmi Alhafiz Maisarah Mariza Devega Marzuti Isra Maulina, Viny Mhd. Arief Hasan, Mhd. Arief Muhamad Sadar, Muhamad Muhammad Fikri Musfawati Nurhamin Nurhamin Nurholidan Siregar Nurholidan Siregar Nurul Hasanah Pandu Pratama Putra, Pandu Pratama Rina Maharany Ririn Sari Wati Rizky Octa Putri Charin Roosmawati, Febriana Sapiri, Muhtar Saputra, Septian Tri Simorangkir, Jansihar Sudarwati Sudarwati Sunaryanto, Hadi Sutejo Sutejo Syafitri (Scopus ID: 57200085316), Wenni Wagino Wenny Syafitri Wibisono, Moh Arief Aryo Yuhelmi Yuhelmi zamzami Zamzami, Zamzami Zulham Effendi