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All Journal Jurnal Keteknikan Pertanian TELKOMNIKA (Telecommunication Computing Electronics and Control) Bulletin of Electrical Engineering and Informatics Jurnal Keteknikan Pertanian Tropis dan Biosistem Jurnal Edukasi dan Penelitian Informatika (JEPIN) Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Jurnal AME (Aplikasi Mekanika dan Energi): Jurnal Ilmiah Teknik Mesin JURTEKSI Abdi Dosen : Jurnal Pengabdian Pada Masyarakat ASEAN Journal of Chemical Engineering International Journal of Advances in Data and Information Systems Bulletin of Computer Science and Electrical Engineering (BCSEE) eProceedings of Engineering Sultra Journal of Mechanical Engineering (SJME) Warta LPM AME (Aplikasi Mekanika dan Energi) : Jurnal Ilmiah Teknik Mesin Jurnal Polimesin Journal of Applied Science and Advanced Engineering Jurnal Penelitian dan Pengabdian Masyarakat Almikanika Sultra Journal of Mechanical Engineering Jurnal Rekayasan Lingkungan dan Biosistem
Sutoyo, Edi
Universitas Telkom
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Journal : Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi)

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Educational Data Mining untuk Prediksi Kelulusan Mahasiswa Menggunakan Algoritme Naïve Bayes Classifier Edi Sutoyo; Ahmad Almaarif
Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Vol 4 No 1 (2020): Februari 2020
Publisher : Ikatan Ahli Informatika Indonesia (IAII)

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (819.803 KB) | DOI: 10.29207/resti.v4i1.1502

Abstract

The quality of students can be seen from the academic achievements, which are evidence of the efforts made by students. Student academic achievement is evaluated at the end of each semester to determine the learning outcomes that have been achieved. If a student cannot meet certain academic criteria that are stated by fulfilling the requirements to continue his studies, the student may have the potential to not graduate on time or even Drop Out (DO). The high number of students who do not graduate on time or DO in higher education institutions can be minimized by detecting students who are at risk in the early stages of education and is supported by making policies that can direct students to complete their education. Also, if the time for completion of student studies can be predicted then the handling of students will be more effective. One technique for making predictions that can be used is data mining techniques. Therefore, in this study, the Naive Bayes Classifier (NBC) algorithm will be used to predict student graduation at Telkom University. The dataset was obtained from the Information Systems Directorate (SISFO), Telkom University which contained 4000 instance data. The results of this study prove that NBC was successfully implemented to predict student graduation. Prediction of the graduation of these students is able to produce an accuracy of 73,725%, precision 0.742, recall 0.736 and F-measure of 0.735.
Co-Authors ., Sulha Adinda Inez Sang Aini, Nafis Qurrotul Akbar, Barkah Ali Khoirul Hidayat ANI SAFITRI, ANI Anugrah, Zamil Arifah Batubara, Qurratul Ain Aris Haryanto Armansyah Halomoan Tambunan Aulia Putri, Meilani Budi Hartono Budi Hartono Chika Enggar Puspita Darmawan, Dwiki Darmawan, Ryan Dimas Samodra Bimaputra Dodih Dwi Yuliaji Edy Hartulistiyoso Erlangga, Gilang Fadil Mochamad Ramdan Fadlurrahman, M Asri Fakhrurroja, Hanif Fauzan Radifan Shidiq Fauzy, Restu Firmansyah, Yusup Fitriani Fitriani Fitriani Fitriyah, Atiqotun Frisca Febriyani Kurniawan Hablinur Alkindi Hafiza, Sifha Hakim, Muhammad Iqbal Furqonul Hasan Santosa Hasibuan, Musta'anul Husaini Hidayat, Ali Husaini Hasibuan, Musta'anul Iqbal Santosa Irfan Darmawan Iwan Tri Riyadi Yanto Kahfi Ahadian Mutaqin Komara, Sofyan Akbar Supni MAMAT RAHMAT Mamat Rahmat Mardadi, Silo Muhammad Nanang Prayudyanto Muhammad Ridwan Nabila Amalia Khairani Nashrullah, Nuruddin Nurhayati, Immas Nurtanto, Bagus Dwi Oktariani Nurul Pratiwi Oktoriansyah, Rinaldi Panji Romadon, Joe Pariatiara, Dicky Nur Pawesti, Khoiriah Widia Pramono, Gatot Eka Pramono, Gatot Eka Pramono, Sigit Dwi Pramuditha, Anggie Randy Prayuda, Ilham Vega Rachmadita Andreswari Rahmat Fauzi Rahmat Rosyadi, Abdu Rd. Rohmat Saedudin Revo Faris Saifuddin Rizki, Asep Roy Waluyo Rusydi Rusydi Salundik Saragih, Michael Yudhea SETIAWAN, Ahmad Setya Permana Sutisna Setyawan, Gigih Bayu Shah, Syed Humayon Suganda, Cecep SUMADI SUMADI Sunarya, Derivan Sutisna, Setya Syamsurizal, Adi Tegar, Muhammad Tika Hafzara Siregar Titing Suharti Turmudi Tutut Herawan Wahyu, Susila Yakin, Ahmad Ainul Yoga Hermawan Yogi Sirodz Gaos, Yogi Sirodz Zaki, Abdul