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Muhammad Irsyad
STAIN Purwokerto.
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Journal : Science, Technology, and Communication Journal

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A classification of Quran translations using K-nearest neighbors, support vector machine and random forest method Delifah, Nur; Harahap, Nazruddin Safaat; Agustian, Surya; Irsyad, Muhammad; Iskandar, Iwan
Science, Technology, and Communication Journal Vol. 6 No. 1 (2025): SINTECHCOM Journal (October 2025)
Publisher : Lembaga Studi Pendidikan dan Rekayasa Alam Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59190/stc.v6i1.337

Abstract

A Classification of Quranic verses based on topics is one of the efforts to facilitate understanding and searching for information in the holy book, especially for non-Arabic readers. This study aims to test and compare the performance of three text classification methods, namely K-nearest neighbors (KNN), support vector machine (SVM), and random forest (RF), in grouping translated Quranic verses into 15 topic classes, such as Islamic arkanul, faith, the Quran, science and its branches, charity, da'wah, jihad, human and social relations, and others. The dataset used is the English translation of the Quran with full preprocessing and an 80:20 data split for training and testing. The evaluation was carried out using accuracy, precision, recall, and F1-score metrics. The results show that RF achieved the best performance with an average F1-score of 58.48% and testing accuracy of 90.81%. KNN followed with an F1-score of 54.07% and the highest testing accuracy of 92.05%, while SVM produced the lowest F1-score at 50.76% and accuracy of 88.20%. The RF demonstrates a more balanced ability in recognizing all classes, KNN excels in overall accuracy, and SVM performs less optimally in this classification task. This research is expected to serve as a foundation for developing a more intelligent and contextual topic-based verse classification system.
Co-Authors A.Yudi Eka Risano Adawiyah, Robi'Atul Aditya Gunawan, Aditya Admiral, Randa Afriyanti, Liza Agus Saputro, Mohammad Alif Agus Solikhin, Agus Agus Sugiri, Agus Agus Sutarjo Ahmad Farhan, Ahmad Ahmad Yonanda Ahyuni Ahyuni Akhmad Qashlim, Akhmad Alifa, Alifia Zuhriatul Alviona Marsya Alwis Alwis Amrizal Amrizal Amrul Amrul Amrul Ananda, Sherly Andysah Putera Utama Siahaan Aniswita Anshari, Muhammad Isa Anwar, Hasrul Ardelia, Adinda Abidah Asbanu, Govira Christiadora Aulia, Weko Indira Romanti Azmi, Khairil Baehaqi Bukhori, Bukhori Chairiyati, Fauziah Chandra, Reski Mai Dafid Slamet Setiana Delifah, Nur Denik Agustito Desmaiani, Herda Dhany, Hanna Willa Dian Fadli, Dian Dwi, Nurdin Elin Haerani Elliyana, Dessy Eriyadi, Riko erman Balo, Asri Andrias H Fachry Abda El Rahman Fajri, Zidan Fakhira, Adzra Fauziyyah, Laila Nurul Febi Yanto Febriansyah, Wahyu Fitri Insani Fitri Wulandari Fitria Sulistyowati Fitriaty, Fitriaty Gusti, Siska Kurnia Hadi Prayitno Haida Fitri Hakim, Naufal Harmen, Harmen Haryanto Haryanto Hasan Basri Helmy Fitriawan Helviansyah, Try Hendrawan, Rezki Naufan HERU WAHYUDI Hery Dian Septama Iffa, Marwika Rifattul Iis Afrianty Irsyada, Amelia Irza Sukmana, Irza istiqomah istiqomah Jaelani, Alan Jasril Jasril Jasril Jasril Jayadi, Yusma Indah Jayawarsa, A.A. Ketut Jumriah Syam, Jumriah Syam Junaidi Junaidi Khairudin, Rizal Khairul Khirfatul Jannah Krismadinata Krismadinata, Krismadinata kurnia, fitra Leni Marlina Lubis, Anggun Tri Utami BR. M, Musnaini M. Dyan Susila M. Haviz M. Ridho Ulya Martinus, Martinus Michel, Michel Misfa Susanto Muhamad Komarudin Muhammad Affandes Muhammad Arsan Jamili Muhammad Fikry Muliani, Sarifah Musafira Musafira Nafrizal Najmi, Risna Lailatun Najmuddin Abd Shafa Nalis, Amrizal Nasution, Rodiah Nazir, Alwis Nazruddin Safaat Nazruddin Safaat H Negara, Benny Sukma Niky Fetra, Niky Nugraha, M. Zein Farhan Nugraha, Yulian Nurlaila, Endang Pizaini Pizaini Pratama, Daffa Akbar Pratiwi, Trya Ayu Putri Ayuni, Desy R.S, Salsa Faradilla Rachmadi, Erfan Rafaelandri, Billy Rahmad Kurniawan Rahmad Kurniawan Raka Indra Lukmana Ramadhan, Syabani Ratna Sulistiyanti, Sri Retno Putri Lestari Reza Ramadhan, Reza Rijal Febriyantono, Muhammad Riszal, Akhmad Rizal Adi Saputra Rudi Susanto Safitri, Jehan Salsabillah, Angelia E. Sardi, Hajra Sari, Tyasha Ayu Melynda Setiawan, Ahmad Adi Sibawaihi Sibawaihi Silfia Hanani Silvy Amelia Sinaga, Jorfri Boike Sinaga, Jorfri Boyke Siti Nurul Rofiqo Irwan Sofiyah, Wan Sophian, Ali Sri Rahayu Budiani Sri Sukaesih Sry Rosita Subhi, Yazid Abdullah Subuh Tugiono, Subuh Sugiman Sugiman Suharso Suharso Suharto Linuwih Sujadi, A.A. Sukma Noor Akbar Sumarni Sumarni Supono Surya Agustian Suwanto Sanjaya Syarli, Syarli Tambunan, Toman Sony Tasnim Rahmat, Tasnim Titin Yulianti Triyadi, M Dico Uma, Yuli Choirul Vitriani, Yelfi Wahid Munawar Widiatama, Angga Jati Wiyanto - Yahya Mara Ardi Yani, Susmi Syahfrida Yogi, Muallim Supra Yosefa, Yessa Okta Yudianto Yudianto Yulian, Aji Muhammad Yuliani, Rika Yusra, Yusra Zainuddin, Ahmad Dennil Zakir, Supratman Zuhriyah, Indah Aminatus