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Nazruddin Safaat H
Fakultas Sains Dan Teknologi, Universitas Islam Negeri Sultan Syarif Kasim Riau, Indonesia
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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, Adhyatma Abd. Ghofur Abdul Aziz Abdul Aziz Abdul Ghafur Afdhalel Vickro Afdhol Rinaldi Afifah, Dhiya Dwi Ahadi, Ridho Ahmad Fauzan Ahmad Sutrio Prihatinoto Ahmad, Muhammad Iqbal Ahmad, Rizmah Zakiah Nur Aji Bayu Permadi Akbar Akbar Ali Imran Andi Nursiah , Idris , Anjar Briliannita Annis Syahzuni, Barlia Aprilia, Risma Arda, Darmi Ari Anggarani Winadi Prasetyoning Tyas Arum, Hafidza Sanshia Aryanti, Dessy Ayunda , Ayunda Fatmasari Baehaqi Bayu Dwinata Putra Yatabri Cindy , Cindy Yolanda citra ainul mardhia putri Delifah, Nur Deny Dewana Hastanto Desy Prastyani Dhymas Julyan Riyanto Eka Pandu Cynthia Ekawati, Nur Eko Saputra Elvia Budianita Elvina Afriani Elyani, Elyani Ernawati Ernawati Erry Yudhya Mulyani Erwan Baharudin Fachrul Hakim Fadhilah Syafria Fahmi Kasri Fahrezy, Irgi Fahroha, Fani Afrida Fajar Febriyadi Fatima Akmal Putri, Fatima Akmal Fauzi Ihsan Febi Yanto Febrian Rizki Adi Sutiyo Fina Tamima Annahwa Fitra Kurnia Fitra Kurnia Fitri Insani Fitri Wulandari Ganiyev, Avazbek Gunawan Setia Wiguna Hastuti Hastuti Helviansyah, Try Henry Arianto Heriyanti Idhafi, Zaky Iis Afrianty Irsyad , Muhammad Iwan Iskandar Iwan Iskandar Iwan Iskandar Iwan Iskandar Jasril Jasril Jefitra Abdu Ar Razzak Julina Julina K, Hairuddin Kasmuri Kasmuri, Kasmuri Khairiah Khairiah Khamo, Khamo Waruwu kurnia, fitra Latif, Sarifudin Andi Lawami, Reza Haya Lestari Handayani Liza Afriyanti Lubis, Anggun Tri Utami BR. M. Fahrizal M. Septrio Rafinaldo M.Faisal Harahap Mar'arif, Muhammad Mulky Masduki Masduki Maulana, Muhammad Rizky Moi, Mohammed Rizki Muhammad Affandes Muhammad Fikry Muhammad Irsyad Muhammad Irsyad Muhammad Irsyad Negara, Benny Sukma Niken Aisyah Maharani Herwanza Novi Yanti Novi Yanti Novri Kurniawan Kurniawan Novri Rahman Nugrahaini, Inten Nurhaedah , Nurhaedah Nurhayani Nurhayati , Nurhayati Okfalisa Okfalisa Oktariani Sari Oktavia, Lola Oppie, Oppie Meisya Tanjung Pannyiwi, Rahmat Pizaini Pizaini Pizzaini Pizzaini Poppy Gus Silviana Pratiwi, Reski Dewi Putri, Nadia Sandi Rahmad Kurniawan Rasyid, Djusmadi Reski Mai Candra Reski Mai Candra Reski Mai Candra Rina Anindita Rini Susanti Rita Musdalifah Rosidi, Imron Royhisar Martahan Simanungkalit Ruqaiyah, Ruqaiyah Rusnita, Rusnita Safiani A. Faaroek Saparuddin Siregar Saputra, Ikhsan Dwi Sari, Lydia Permata Sari, Oktariani Satriawan, Agus Serli, Serli Setiyati, Ritta Silfia Silfia Silitonga, Evalina Siregar, Siti Nurholiza Suci Rahayu Sugandi, Hatami Karsa Suharna, Jaka Suhartini Suhartini Surya Agustian Suwanto Sanjaya Syam, Rosida Teddie Darmizal Tondok, Theresa Umar, Risa Bernadip Usman Usman Vita Intan Safitri Wedi Kurniawan Wijaya, Andy Huang Windarti, Sriyani Yanuar Ramadhan Yermi, Yermi Yulis, Dian Meiliani Yusra Yusra, Yusra Zahirah, Qonitah Rifda Zuriani Rizki