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All Journal International Journal of Electrical and Computer Engineering Jurnal Buana Informatika Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Indonesian Journal of Electrical Engineering and Informatics (IJEEI) Jurnal Ilmiah Kursor Telematika : Jurnal Informatika dan Teknologi Informasi Jurnal Sistem Informasi dan Bisnis Cerdas EMITTER International Journal of Engineering Technology KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) Sistemasi: Jurnal Sistem Informasi Jurnal Teknologi dan Sistem Komputer Jurnal ELTIKOM : Jurnal Teknik Elektro, Teknologi Informasi dan Komputer Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control Abdimas: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang Indonesian Journal of Electrical Engineering and Computer Science Jurnal Pengabdian Polinema Kepada Masyarakat Prosiding Seminar Nasional Pengabdian Kepada Masyarakat Jurnal INFOTEL Jurnal Informatika Polinema (JIP) J-CEKI
Vivi Nur Wijayaningrum
Politeknik Negeri Malang
Aerospace Engineering Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Library & Information Science Public Health Social Sciences Other

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Journal : Jurnal Ilmiah Kursor

 1 
STUDENT ACADEMIC PERFORMANCE PREDICTION FRAMEWORK WITH FEATURE SELECTION AND IMBALANCED DATA HANDLING Wijayaningrum, Vivi Nur; Kirana, Annisa Puspa; Putri, Ika Kusumaning
Jurnal Ilmiah Kursor Vol. 12 No. 3 (2024)
Publisher : Universitas Trunojoyo Madura

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21107/kursor.v12i3.356

Abstract

Various factors cause the low scores of students in practicum courses. If these factors cannot be identified, more and more students will drop out of the study due to low scores, especially Vocational College students who do not have the opportunity to improve their scores in the short semester. Students with the potential to drop out must be identified as soon as possible because the number of dropouts can have an impact on a university's accreditation value. In this study, the prediction of student academic performance was carried out using a framework consisting of imbalanced data handling using SMOTE and feature selection using Random Forest, as well as the application of Multi-Layer Perceptron (MLP) for the formation of a classification model. The MLP architecture consists of some neurons in the input layer, two hidden layers with five neurons each, and two neurons in the output layer. SMOTE succeeded in selecting ten significant parameters from 22 initial parameters, which produced the most accurate predictions. According to the test results, the proposed framework offers the best accuracy of 0.8889 and an F1-Score of 0.9032. These results prove that the proposed framework can be used as an alternative for the Department to take action to prevent students from dropping out.
Co-Authors Abdillah, Muhammad Navis Ali Ar Ridla Alysha Ghea Arliana Ananta, Ahmadi Yuli Andi Maulidinnawati A. K. Parewe Anggi Mahadika Purnomo Angki Christiawan Rongre Anim Rofi’ah Annisa Puspa Kirana Annisa Puspa Kirana Astiningrum, Mungki Asyrofa Rahmi Augusta, San Sayidul Akdam Aziz, Hamim Fathul Berryl Radian Hamesha Budi Harijanto, Budi Chintya Puspa Dewi Davia Werdiastu Deatrisya Mirela Harahap Dimas Shella Charlinawati Dini, Robih Eka Larasati Amalia Ermi Pristiyaningrum Farida Ulfa Farida Ulfa Febri Ramadhani Febrianti, Yane Marita Ficry Agam Fathurrachman Gotami, Nurina Savanti Widya Haekal, Muhammad Hamim Fathul Aziz Heny Dwi Jayanti Iftitah Hidayati Ika Kusumaning Putri Ika Kusumaning Putri Ilham Sinatrio Gumelar Imam Fahrur Rozi Lia Agustina Lubis, Wahyuni M. Hasyim Ratsanjani Malakianno P.N., Valentino Mamluatul Hani’ah Maulidina, Hanif Prasetyo Moch Zawaruddin Abdullah Mochammad Hairullah Muhammad Dimas Setiawan Sanapiah Muhammad Haekal Muhammad Isa Ansori Muhammad Rizki Mubarok Mustika Mentari Nabilah Argyanti Ardyningrum Naufal Yukafi Ridlo Noprianto Noprianto Noprianto Noprianto Noprianto, Noprianto Noprianto, Noprianto Novi Nur Putriwijaya Nur Khozin Nurina Savanti Widya Gotami Pambudi, Rizki Agung Putri, Ika Kusumaning Qoirul Kotimah Restu Fitriawanti Restu Widodo Robih Dini Rokhimatul Wakhidah Rudy Ariyanto San Sayidul Akdam Augusta Saputra, Firhad Rinaldi Saragih, Triando Hamonangan Talitha Raissa Vipkas Al Hadid Firdaus Vivin Ayu Lestari Wayan Firdaus Mahmudy Widiareta Safitri Yane Marita Febrianti