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Pemodelan personalisasi rekomendasi buku dengan pendekatan association rule mining

Berkala Ilmu Perpustakaan dan Informasi

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Title Pemodelan personalisasi rekomendasi buku dengan pendekatan association rule mining
 
Creator Yoanda, Sely
Sitanggang, Imas Sukaesih
Buono, Agus
 
Subject Apriori Algorithm;Association Rule Mining;Book Recommendation;Library Transaction Data;Personalization
 
Description Introduction. Library X is an academic library in Jakarta, Indonesia. Library X has provided Online Public Access Catalog (OPAC) as a tool to provide information related to the collection. However, sometimes the information appears does not show high relevancy. One way to solve this problem is to develop user need based-book recommendation system. The purpose of this study is to create personalization model of book recommendations in Library X.Data Collection Method. The method used in this study was association rule mining using Apriori algorithm. Results and Discussions. The results showed that the book relationships for the minimum support was 0.1% and the minimum confidence was 10% and generated 42 association rules. It is noted that 657 (Accounting) and 658 (Management) are found to support for 2.6% with the confidence level for 14%.Conclusions. Book recommendation is formulated by selecting the rule with maximum support and confidence. The recommendation system is designed to be integrated to web application and user’s e-mail.
 
Publisher UPT Perpustakaan Universitas Gadjah Mada
 
Contributor Imas Sukaesih Sitanggang and Agus Buono, Bogor Agricultural University, Faculty of Mathematics and Natural Science, Computer Science Departement
 
Date 2018-12-04
 
Type info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
Peer-reviewed Article
 
Format application/pdf
 
Identifier https://jurnal.ugm.ac.id/bip/article/view/36007
10.22146/bip.36007
 
Source Berkala Ilmu Perpustakaan dan Informasi; Vol 14, No 2 (2018): Desember; 238-250
2477-0361
1693-7740
 
Language eng
 
Relation https://jurnal.ugm.ac.id/bip/article/view/36007/23099
 
Rights Copyright (c) 2018 Berkala Ilmu Perpustakaan dan Informasi
http://creativecommons.org/licenses/by-sa/4.0
 


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