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Journal : Journal of System and Computer Engineering

Book Recommendation System Based on Collaborative Filtering: User-Based, Item-Based, and Singular Value Decomposition Analysis Ishak, Ishak; Yahya, Ahmad; Yusri, Yusri
Journal of System and Computer Engineering Vol 6 No 4 (2025): JSCE: October 2025
Publisher : Universitas Pancasakti

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61628/jsce.v6i4.2201

Abstract

Recommender systems have become essential in the digital era to help users navigate overwhelming content. This study develops a book recommendation system using three collaborative filtering methods: user-based, item-based, and matrix factorization using singular value decomposition. We evaluate the system on a real-world dataset of 1,149,780 book ratings from 278,858 users across 271,360 books. A subset of 500 active users is used for experimental evaluation. The models are assessed using root mean square error and mean absolute error to measure rating prediction accuracy. The results show that the item-based collaborative filtering method achieves the best accuracy (root mean square error 7.362; mean absolute error 6.761), slightly outperforming the user-based approach (7.365; 6.809) and the matrix factorization method (7.643; 7.413). We analyze the results to understand the performance differences, noting the stability of item similarity as a key factor and the need for optimal tuning in the matrix factorization model. In conclusion, item-based collaborative filtering proved most effective for this context. This work provides insights into the comparative performance of foundational recommendation techniques and highlights practical considerations for improving book recommender systems.
Co-Authors A Halim A.A. Ketut Agung Cahyawan W A.Muh.Nurjalal Abdul Halik ABDULLAH, MUH. RUSLAN Abista, Ghazi Ahmad Adhisty, Weny Anggraini ADLIN, ADLIN Adris Ade Putra Afdalianti, Eka Agnes, Melda Ahmad Fitri Boy Ahmad Syarief Iskandar Ahmad Syarief Iskandar, Ahmad Syarief Ahmad Wahidiyat Haedar Ahmad Yahya AKIL, MUH. Ali, Linda A. Alpin, Alpin Amalina, Qisty Amaluddin Amaluddin, Amaluddin Amelia, Sinta Andari, An An Andi Ainil Putri Andi Fitriati Andini, Sri Ansori, M. Afif Aqidah, Nur Ariani Ari, A. Ariputra Ariadin Arif, Arman Arissy Jorgi Sutan Aryanti Aryanti Asgun, Susana Ashadi, Hisam Aulia, Sekar Auradian Marta Awal, Fahrul Baba, Basri Baharuddin Baharuddin Bakri, Adzan Nor Baskoro Wicaksono, Baskoro Boy, Ahmad Fitri Br Tarigan, Dian Savira Budiman Budiman Buulolo, Augus Daya Hermanto Byba Melda Suhita Caska - Chairani, Melisa Cosmas Andi Wiraatmaja, Cosmas Andi Dahrul, Andi Damayanti, Risna Darjad Saripurna Deddy Kurniawan Dedi Setiawan Dewi, Selpa Dzar Faraby, Muhira Eddy Kurniawan Ekobelawati, Fransiska Elvira, Suci Erviana, Erviana Fachrul, Muhammad Fadhil, Moh Fajar Alan Syahrier Fauziah Fauziah Febri Yanti, Endah Fitri Boy, Ahmad Fitria, Lisa Fitriani Fitriani Gandanegara, Soertini Ginting, Regi Cahaya Gusmulyani Harianja, Meylia Dwi Lestari Hasanuddin Hasanuddin Hayani, Nur Hazqon Fuadi Nasution Helena J Kristina Herista, Febrimen Heriyanti, Hera Hismawati, Hismawati Hubi Rahmat Andika Indra Saputra Indriansyah, Teddy Irwan, Muh. Iskandar, Ratnasari Ismawati Ismawati Iswanto Iswanto Iswanto Iswanto Ita Dwimahyani Jalaluddin Jalaluddin Jamaludin M Sakung Janni, Miftahul Jewed, Fauziah Jufri Halim Juita, Juita julian, julian Kamar, Iqbal Kamrul, Kamrul Khaerul, Khaerul Khairunnisa, Fitri Khoiri, Khoiri Kurniawan, Eddi Kusuma, Budhi Santri Laga, Zelvy Lalo, Annas Linda Razak Lisa Andriani Lukman Hakim M. Zunaidi Magribi, La Ode Muh. Manurung, Tagor Margina Ferlan Marisa, Elsa Marjono Marjono Masrullita, Masrullita Maswati, Maswati Maulana Ilmunandar, Alief Meriatna Meriatna Meris Essio Mento Miftahuddin, Muhammad Fahmi Mu'minah, Mu'minah Muhammad Ardiansyah Sembiring Muhammad Hasan Muhammad Iswar Muhammad Muhammad Mujahidin Mujahidin Mujamil, Imam Mulyadi Mulyadi Mulyadi, Randi Mulyadi, Yahya Bin Mulyawan, Rizka Murtini Murtini, Murtini Muthawali, Dede Ibrahim Mutmaina, Bindaria N, Suwandi Nadrakhilla, Yayang Naibaho, Ondricho Pandapotan Nasrul ZA Nasution, Abdul Rahim Nasution, Fatimah Natsir, Taufik Natsir, Taufiq Novi Sylvia Nur Azhary Iriawan Eka Putra Nurhaedah, St. Nurul Septya Magisa Nyoman Utari, I Dewa Ayu Padmasari, Siwi Peri Pitriadi Permatasari, Nurul Pramudita, Winnie Rahmah Pranata, Ardianto Prayoga, Dito Puspita, Okta Putri, Melani Annisa Radinal, Radinal Radinal, Radinal ramadan, sachrul Ramadiansyah, Dwiky Ramlah, ST. Ramli Rasyid, Ramli Rasbi, Muh Rico Imanta Ginting Ridwan Ridwan, Ridwan Rika Isnaini Rismayanti Yamin Rozanna Dewi Rukiah Rukiah Rury Febrina Rusmana Putri, Qisty Amalina Rusydi, Mikdar Sadeli, Yudi Akhmad Saharuddin, Munawir Sainty, Sainty Saniman Sarijuddin, Peni Saripurna, Darjat Sastrianai, Sastrianai Sazeta, Mirza Septrianto, Septrianto Setiawan Setiawan Shalahuddin Al Madury, Shalahuddin Al Siddik, Hasbi Simamora, Nuraini SITTI ROSYIDAH, SITTI Sobrizal Sobrizal Suardi Yakub Subarkah, Milana Abdillah Sulahatun, Sulhatun Sulhatun Sulhatun Suryati Suryati Susanti Yusman, Ana Suwandi N Syahara, Yohanni Syahra, Nur Jihad tahmidnur, muhammad Tiyas Tinov Ulfa, Raudhatul Uly, Nilawati Venzcha, Venzcha Wahidah Alwi Wahidiyat Haedar, Ahmad Wahyuni Saskia Walid, Abdul Wan Asrida Wiyani, Sri Yakub, Suardi Yani Nabila, Fitri Yeremia, Yeremia Yoga, Bambang Hastha YUSMAN, ANA SUSANTI Yusri Yusri Yusrianti, Yusrianti Yusril Yusril Zainuddin Ginting