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Julhadi, Julhadi
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Journal : Bulletin of Electrical Engineering and Informatics

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Machine learning techniques for analyzing student’s performance in Islamic Studies Ramadani, Laili; Ardinal, Eva; Kamal, Muhiddinur; Ritonga, Mahyudin; Julhadi, Julhadi; Kardi, Juliwis; Nuraiman, Nuraiman
Bulletin of Electrical Engineering and Informatics Vol 15, No 2: April 2026
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v15i2.8029

Abstract

Many learning institutions and organizations are currently faced with the acute burden of trying to forecast the academic performance of their students. This paper reflects the application of machine learning tools to discuss the potential and performance of students in Islamic Studies. The framework suggested in this paper, will start with the acquisition of the historical data of the students in the input dataset. First, the forward selection wrapper method is used to select the most meaningful features thus eliminating the redundant qualities in the set of student data. Three types of classifiers are then used to create a classification model based on fuzzy support vector machines (SVM), K-nearest neighbors (K-NN), and Naive Bayes. In such a methodological approach, academic performance is predicted and results measured according to certain criteria. According to results of the experiment, it is noted that feature selection-fuzzy support vector machine (FS-fuzzy SVM) has an excellent accuracy of 99.9% with a sensitivity of 98.50% and a specificity of 98.50% and it is therefore seen to be more effective in predicting the academic performance of students in Islamic Studies.
Co-Authors . Zulfan Abdul Rahman Abdul Rokhim Abdulaziz, Hussein Abdulqader Adhitya, Adhitya Afriandi, Budi Afriko, Nofik Agus, Fauzi Aguswan, Aguswan Ahmad, Lahmi Akhir, Nur Afzan Binti Md Aldi Saputra Amrina, Amrina Anas, Amrina Andrianto Andrianto Anjasmara, Hendio Anzalman, Anzalman Ardianto, Firdaus Ardinal, Eva Arisnelwati, Arisnelwati Armalena, Armalena Armini, Armini Asmaret, Desi Astirani, Fuspita Badriyatul Muniroh, Badriyatul BJ, Jusmiwarti Bulek, Muhammad Jahar Candra, Aldi Gustika Dafril, Dafril Dahyar, Dahyar Deli, Firma Dias, Hendri Pani Dina, Hidayatul Efendi, Marhadi Efendi, Yusuf Eliyadi, Eliyadi Fadli, Rahmat Fadli, Syahrul Farina, Dahlia Firdaus, Khairul Fitra, Joni Darma Fitri Rahmi Fitri, Rika Gusnita, Fitri Habibi, Asmar Hanafi, Abdul Halim Hanafi, Halim Harli, Harli Hendri Hendri Hidayat, Burhanuddin Hirawan, Robi Ihsan Ihsan Ikbal, Ahmad Ismai, Ismai Jaffar, Mohammad Najib Johardi, Johardi Juliwis Kardi Jumadia, Jumadia Kamal, Tamrin Kemerindo, Gref Kumar, Tribhuwan Lahmi, Ahmad M, Mukhlis Mahyudin Ritonga Maigus, Maigus Mardianis, Mardianis Marhadi Efendi, Marhadi Metriadi Mudinillah, Adam Muhammad fauzan Muhammad Husni Shidqi Muhammad Ridwan Muhammad Syarif, Muhammad Muhiddinur Kamal Mulyadi Mulyadi Mundzir, M. Afief Mursal Mursal Musdalifa, Deby Habja Muta'allim, Muta'allim Nasution, Suryadi Nofriadi Nofriadi Nofrizal Nofrizal Nora, Syovia Nuraiman, Nuraiman Parsidi Parsidi Prima, Ari Puadi, M Rahmadani, Reza Rahmat Junaidi Rahmayani, Dewi Rahmi Rahmi Raja Ritonga Ramadani , Laili Ramadhani Ramadhani Rambe, Muslim Hasonangan Ras Bumi, Hengki Riki Saputra, Riki RISNA OKTAVIA Ritonga, Ahmad Roisuddin Rosniati Hakim SA, Saifullah Saifullah Saifullah Sasputra, Hendra Sri Hidayati Sri Wahyuni Sriwahyuni, Syarifah Suhaimis, Suhaimis SURYANINGRUM, EVI Syafrianto, Syafrianto Syahruddin Syahruddin Syaifullah Syaifullah Syamsi Syamsi Syofyandi, Rozi Syutri, Halimah T, Marlini Thaheransyah Wasehudin, Wasehudin Wedy Nasrul Yahya, Muhamad Yakub, Ramli Yuldafriyenti, Yuldafriyenti Yuliani Yuliani Yulianis Yulianis Yuliarni Yuliarni Zaniar, Zaniar Zarkasi, Zarkasi Zulfahmi Zulfahmi Zulfani Sesmiarni Zulhandra, Zulhandra