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All Journal Jurnal Penelitian dan Pengembangan Pendidikan Jurnal Pendidikan Indonesia IDEAS: Journal on English Language Teaching and Learning, Linguistics and Literature Sinkron : Jurnal dan Penelitian Teknik Informatika Jurnal Riset Informatika JTP - Jurnal Teknologi Pendidikan Majalah Patologi Indonesia Jurnal Hukum Sasana Jurnal Penelitian Manajemen Terapan (Penataran) Siyasatuna Jurnal Ilmiyah Mahasiswa Siyasah Syariyyah Jurnal Manajemen Pendidikan dan Ilmu Sosial (JMPIS) Jurnal Kewarganegaraan Window of Public Health Journal Mosharafa: Jurnal Pendidikan Matematika Journal for Lesson and Learning Studies Jurnal J-PEMAS Marketing Management Studies Al-Ubudiyah: Jurnal Pendidikan dan Studi Islam Pengabdian Kampus: Jurnal Informasi Kegiatan Pengabdian Pada Masyarakat Jurnal RSMH Palembang Jurnal Al Tasyri'iyyah Tata Kelola Jurnal Literasi Pendidikan Fisika (JLPF) Jurnal Tata Rias (JTR) Journal of Community Service Jurnal Kaharati Nukleo Sains: Jurnal Pendidikan IPA SEUNEUBOK LADA: Jurnal ilmu-ilmu Sejarah, Sosial, Budaya dan Kependidikan JIPM: Jurnal Indragiri Penelitian Multidisiplin Paradoks : Jurnal Ilmu Ekonomi HIKMATUNA: Journal for Integrative Islamic Studies TAUJIH: Jurnal Pendidikan Islam Majalah Cendekia Mengabdi Jurnal Ekonomi, Bisnis, dan Humaniora Financial Management Studies Hikmatuna Pengertian: Jurnal Pendidikan Indonesia (PJPI) JLE: Journal of Literate of English Education Study Program Beujroh : Jurnal Pemberdayaan dan Pengabdian pada Masyarakat Journal of Computer Interaction in Education (JCIE) MAXIMAL Edukasi The Indonesian Journal of Computer Science Jurnal Tata Rias (JTR) Jurnal Edukasi Saintifik Journal of Health Literacy and Qualitative Research Magenta Journal De Healthymedi Lex Stricta : Jurnal Ilmu Hukum
Rahmiati
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Journal : Jurnal Riset Informatika

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Prediction of Library Book Borrowing Patterns Using The Random Forest Algorithm Ega Ranaldi Pebriansyah; Susanti; Rahmiati; Triyani Arita Fitri
Jurnal Riset Informatika Vol. 7 No. 4 (2025): September 2025
Publisher : Kresnamedia Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (870.043 KB) | DOI: 10.34288/jri.v7i4.409

Abstract

Libraries play a crucial role in supporting the improvement of public literacy by providing reading materials tailored to users' needs and interests. One of the challenges faced by the Bukit Batu District Public Library is that the collection acquisition analysis process is not yet based on comprehensive borrowing patterns, potentially resulting in inaccurate results. This study aims to predict book borrowing patterns and classify collections into popular and unpopular categories using the Random Forest algorithm. Historical book borrowing data from 2019 to 2024 was used as the primary source in the model training and testing process. Testing was conducted with three data sharing ratios, namely 70:30, 80:20, and 90:10, which resulted in prediction accuracy of 89.19%, 88.69%, and 86.74%, respectively. Based on the analysis results, mathematics books were identified as the most popular collection with 146 borrowings, while social studies books were categorized as unpopular with 122 borrowings. These findings are expected to serve as a reference for libraries in formulating more effective, efficient, and data-based collection management strategies, thereby increasing the relevance and attractiveness of collections for users and supporting the optimization of library services.
Co-Authors Abdul Razzaq Abdul Syaban Abdul Walid Abel Tasman Agustin Ainal Mardhiah Ambo Dalle Aminuddin Amisbah Ramly Anam, M Khairul Andi Kamal Ahmad Andi Rezal Juhari Angela, Leliana Maria Ani Purwati Anis Mahatika Anisa Taqwina Annisa Zalsabillah Astutik, Trining Puji Aulia, Aulia Baharuddin Semmaila Chairil Hamdani Chairuddin Chairuddin Chendrasari, Julian Cibro, Sania Cut Nuraini Dani Octa Melani Dasrita, Joni Edwar Diah Ayu Lestari, Diah Ayu Edwar Ali Edwin Musdi Ega Ranaldi Pebriansyah ENDRI ENDRI Ernawati Fauzi Ahmad Muda Fitriyah Sulaeman, Nurul Guntur Arie Wibowo, Guntur Arie Hamsa Hasan Maksum Hasanah Herdiansyah Hisbullah Husnani Aliah Ika Parma Dewi Indra Saputra Intan Witari Isfanda Jamilus Jasrudin Juari, Iskandar Julian Chendrasari Junadhi Junadhi Kumaladewi, Yuliana Kurniati Labbase, Ilham Lala laman, ilham Lambang Subagiyo Lapisa , Remon M. Jamaris Machdalena Makdin, Hoirol Anuar bin Maksum , Hasan Manulang, Fatma Riskiya Mardainis Maria Tinambunan, Eva Martinus Tanga Lero Maulana, Nurul Shalsadila Meiriza, Adellia Miswardi Muawan, Muhammad Habib Mubarak, Akhmad Fadilla Muda, Sultan Iskandar Muhammad Amin Muhammad Giatman Muhammad Sobih Munawarah, St. Rukmana Ratu Munikah, Hijratul Murni Astuti Mustafa, Adriana Muzakkir Nasution, Syarif Hidayatullah Nur Annisa Nur Ulmy Mahmud Nurfaidah Nurhafni Nurmiati Nurul Suci Hudayana Nurwati, Solikah Oktarina, Rahmi Oktaviani, Vera Izzatul Paradila, Dinda Puspa Sari Putri, Fitriah Hemalia Rahmad Sujud Hidayat Rahmad Sujud Hidayat3 Rahmat Kurniawan Rahmawati Budi Mulyani Ramadhan, Naufal Ilham Ratna Kartika Irawati Raudatul Patimah, Raudatul Refdinal Remon Lapisa Rezki Farino Zen Rifka Safira Rini Apriyeni Rizky Aulia, Rizka Amalia Mustapa ROMIATY Rosalina, Linda rsnarzk, Rasnawati Rusman Safira, Rifka Sahil, Ummu Hani Sahiran Saiful Salsabila Rabbani Samiruddin Samsuar Sanjaya, Sendi Saputri, Yesi Kasma Sarie, Fatma Satiadharmanto, Deddi Fasmadhy Setiana, Diana Sinukaban, Veronica Yulisna Sippah Chotban Sisca Arianingtyas Sofyan Sujariati Sulaeman, Maman Suriaman Suriaman Suriyanti Susandri, Susandri SUSANTI Syarifah Farissi Hamama Tendriandi, Rudi Trias Saputra Triyani Arita Fitri Ulfa Sulaeman Ulfah, Sri Mujiarti Umar Sulaiman Usman Veronika Yulisna Sinukaban Wadi, Fajrul Widia Novitaningsih Widodo, Yuda Wijaya, Sella Monica Winarty, Asih Yoga, Yoga Saputra Yuliana Yuliana Yusra, Andi Nurfadilah Zahra Zegita Zulaika, Tatik Zulida, Evi