Product Recommendation System Design Using Cosine Similarity and Content-based Filtering Methods
Cut Fiarni(1), Herastia Maharani(2*)
(1) Institut Teknologi Harapan Bangsa
(2) Institut Teknologi Harapan Bangsa
(*) Corresponding Author
Abstract
Keywords
Full Text:
PDFReferences
E.M. Sipayung, C. Fiarni, and R. Tanudjaya, “Decision Support System for Potential Sales Area of Product Marketing Using Classification And Clustering Methods,” Proc. of 8th International Seminar on Industrial Engineering and Management, 2015, pp. DSS.33-39.
A.R. Horrocks and S.C. Anand, Handbook of Technical Textiles, Cambridge, England: Woodhead Publishing Limited in association with the Textile Institute Abington Hall, 2000.
P. Kotler, Manajemen Pemasaran, Milenium Ed., Translation by B. Molan and H. Teguh, Jakarta, Indonesia, 2000.
Kusrini, Konsep dan Aplikasi Sistem Pendukung Keputusan, Yogyakarta, Indonesia: Andi Offset, 2007.
L. Zhiqiang, S. Werimin, and Y. Zhenhua, “Measuring Semantic Similarity between Words Using Wikipedia,” Proc. of 2009 International Conference on Web Information Systems and Mining, 2009, pp. 251-255.
C.C. Aggarwal, Recommender Systems: The Textbook, Cham, Switzerland: Springer, 2016.
H. Maharani and F.A. Gunawan, “Sistem Rekomendasi Mobil Berdasarkan Demographic dan Content-Based Filtering,” Jurnal Telematika ITHB, Vol. 9, No. 2, pp. 64-68, 2014.
P. Lenhart and D. Herzog, “Combining content-based and collaborative filtering for personalized sports news recommendations,” Proc. of the 3rd Workshop on New Trends in Content-Based Recommender Systems, 2016, pp. 3-10.
Z. Lu, Z. Dou, J. Lian, X. Xie and Q. Yang, “Content-Based Collaborative Filtering for News Topic Recommendation,” Proc. of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015, pp. 217-223.
H-P. Kriegel, E. Schubert, and A. Zimek, “The (Black) Art of Runtime Evaluation: Are We Comparing Algorithms or Implementations?” Knowledge and Information Systems, Vol. 52, No. 2, pp. 341–378, 2016.
E.M. Sipayung, H. Maharani, and B.A. Paskhadira, “Designing Customer Target Recommendation System Using K-Means Clustering Method,” International Journal of Information Technology and Electrical Engineering (IJITEE), Vol. 1, No. 1, pp. 1-7, 2017.
D.M. Powers, "Evaluation: from Precision, Recall and F-measure to ROC, Informedness, Markedness, and Correlation," Journal of Machine Learning Technologies, Vol. 2, No. 1, pp. 37-63, 2011.
DOI: https://doi.org/10.22146/ijitee.45538
Article Metrics
Abstract views : 6035 | views : 4139Refbacks
- There are currently no refbacks.
Copyright (c) 2019 IJITEE (International Journal of Information Technology and Electrical Engineering)
This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
ISSN : 2550-0554 (online)
Contact :
Department of Electrical engineering and Information Technology, Faculty of Engineering
Universitas Gadjah Mada
Jl. Grafika No 2 Kampus UGM Yogyakarta
+62 (274) 552305
Email : ijitee.ft@ugm.ac.id
----------------------------------------------------------------------------