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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 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 Journal for Lesson and Learning Studies Jurnal J-PEMAS Marketing Management Studies 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 TAUJIH: Jurnal Pendidikan Islam Jurnal Ekonomi, Bisnis, dan Humaniora Financial Management Studies Pengertian: Jurnal Pendidikan Indonesia (PJPI) JLE: Journal of Literate of English Education Study Program Beujroh : Jurnal Pemberdayaan dan Pengabdian pada Masyarakat MAXIMAL The Indonesian Journal of Computer Science Jurnal Tata Rias (JTR) Jurnal Edukasi Saintifik Journal of Health Literacy and Qualitative Research
Rahmiati
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Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Chemistry Computer Science & IT Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Medicine & Pharmacology Nursing Physics Public Health Social Sciences Other

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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 Abel Tasman Agustin Ahmad, Andi Kamal Ainal Mardhiah Ambo Dalle Aminuddin Amisbah Ramly Anam, M Khairul Andi Rezal Juhari Angela, Leliana Maria Ani Purwati Anis Mahatika Anisa Taqwina Annisa Zalsabillah Astutik, Trining Puji Baharuddin Semmaila Chairil Hamdani Chairuddin Chairuddin Cibro, Sania Cut Nuraini Dani Octa Melani Dasrita, Joni Edwar Edwar Ali Ega Ranaldi Pebriansyah Ernawati Fitriyah Sulaeman, Nurul Guntur Arie Wibowo, Guntur Arie Hamsa Hasanah Herdiansyah Hisbullah Husnani Aliah Ika Parma Dewi Indra Saputra Intan Witari Isfanda Jamilus Jasrudin Juari, Iskandar Julian Chendrasari Junadhi Junadhi Kumaladewi, Yuliana Lala laman, ilham Lambang Subagiyo Lapisa , Remon M. Jamaris Machdalena Maksum , Hasan Manulang, Fatma Riskiya Mardainis Maria Tinambunan, Eva Martinus Tanga Lero Maulana, Nurul Shalsadila Meiriza, Adellia Muda, Sultan Iskandar Muhammad Amin Muhammad Giatman Muhammad Sobih Munawarah, St. Rukmana Ratu Murni Astuti Muzakkir Nasution, Syarif Hidayatullah Nur Ulmy Mahmud Nurhafni Oktarina, Rahmi Paradila, Dinda Puspa Sari Rahmad Sujud Hidayat Rahmad Sujud Hidayat3 Ramadhan, Naufal Ilham Ratna Kartika Irawati Refdinal Rezki Farino Zen Rifka Safira Rini Apriyeni Rizky Aulia, Rizka Amalia Mustapa Rosalina, Linda rsnarzk, Rasnawati Rusman Safira, Rifka Sahiran Salsabila Rabbani Samiruddin Samsuar Sanjaya, Sendi Saputri, Yesi Kasma Satiadharmanto, Deddi Fasmadhy Setiana, Diana Sisca Arianingtyas Sofyan Sulaeman, Maman Suriaman Suriaman Susandri, Susandri SUSANTI Syarifah Farissi Hamama Tendriandi, Rudi Trias Saputra Triyani Arita Fitri Ulfa Sulaeman Umar Sulaiman Usman Veronika Yulisna Sinukaban Walid, Abdul Widia Novitaningsih Widodo, Yuda Wijaya, Sella Monica Winarty, Asih Yuliana Yuliana Zahra Zegita Zulida, Evi