SISTEM REKOMENDASI ALTERNATIF PRODUK PRO ISRAEL BERBASIS WEBSITE DENGAN METODE CONTENT-BASED FILTERING
Abstract
The genocide committed by Israel against Palestine has raised sympathy from the world community, including Indonesia, by encouraging calls for a boycott of products affiliated with Israel. However, complaints have arisen from the public regarding the boycott due to the difficulty of finding replacement products that are compatible with the affiliated products used. Therefore, a website-based recommendation system for alternative products affiliated with Israel is urgently needed. The recommendation system can help make it easier for people to find alternative products that they want and that match their preferences while the boycott is ongoing. In this study, the recommendation system will be built using the content-based filtering method with TF-IDF and cosine similarity calculations through product type datasets such as brands, categories, and descriptions. This recommendation system generates product recommendations in the top five positions that have the most similarity level to the type of product or keyword that the user inputs into the system with a cosine similarity value of 0.47.
References
"Palestinian Central Bureau of Statistics (PCBS)," [Online]. Available: https://pcbs.gov.ps/site/lang__en/1/default.aspx. [Accessed 3 February 2025].
L. V. Nguyen, T.-H. Nguyen and J. J. Jung, "Content-Based Collaborative Filtering using Word Embedding," Proceedings of the International Conference on Research in Adaptive and Convergent Systems, pp. 96-100, 2020.
N. Azizah and A. F. Rozi, "Sistem Rekomendasi Produk Somethinc Menggunakan Metode Content-based Filtering," Jurnal Teknologi Dan Sistem Informasi Bisnis, pp. 461-468, 2024.
A. Zakharia, A. D. Ulhaq, A. B. Suryono, N. C. Nugroho, D. F. Hafith and N. D. A. Gusmao, "Sistem Rekomendasi Film Indonesia Menggunakan Metode Content-Based Filtering," LOGIC : Jurnal Ilmu Komputer dan Pendidikan, pp. 671-678, 2024.
A. Y. Perdana Putri, Z. A. Adrian Jaya and R. Utami, "Sistem Rekomendasi Buku Fiksi Indonesia Menggunakan Metode Content Based Filtering (Studi Kasus : Badan Perpustakaan Dan Kearsipan Provinsi Jawa Timur Surabaya)," in Seminar Nasional Sains dan Teknologi Terapan XII 2024, Surabaya, Jawa Timur, 2024.
F. Kurniawan, A. K. Ningsih and A. Komarudin, "Sistem Rekomendasi Channel YouTube Resep Masakan Menggunakan Collaborative Filtering," JATI (Jurnal Mahasiswa Teknik Informatika), pp. 5849-5855, 2024.
R. Darmawan, A. S. Sukamto and E. E. Pratama, "Aplikasi Lowongan Kerja Online Menggunakan Metode Hybrid-Based Recommendation," Nusantara Journal of Multidisciplinary Science, pp. 486-497, 2024.
F. Naufal, Y. H. Chrisnanto and A. K. Ningsih, "Sistem Rekomendasi Penawaran Produk Pada Online Shop Menggunakan K-Means Clustering," INDEX : Informatic and Digital Expert, pp. 10-17, 2022.
M. Alkaff, H. Khatimi and A. Eriadi, "Sistem Rekomendasi Buku pada Perpustakaan Daerah Provinsi Kalimantan Selatan Menggunakan Metode Content-Based Filtering," MATRIK: Jurnal Manajemen, Teknik Informatika dan Rekayasa Komputer, pp. 193-202, 2020.
A. R. Utami, "Pelatihan Pembuatan Website Sebagai Media Promosi Digital Sepatu Mojo," Jurnal Pengabdian Masyarakat Sabangka, pp. 141-145, 2022.
D. A. Nur Safitri, R. Halilintar and L. S. Wahyuniar, "Sistem Rekomendasi Skincare Menggunakan Metode Content-Based Filtering dan Algoritma Apriori," in Prosiding SEMNAS INOTEK (Seminar Nasional Inovasi Teknologi), 2021.
H. H. Arfisko, "Sistem Rekomendasi Film Menggunakan Metode Hybrid Collaborative Filtering Dan Content-Based Filtering," in E-Proceeding of Engineering, 2022.
A. H. Mulyada, "Penerapan Metode Content-Based Filtering Dalam Sistem Rekomendasi Tempat Wisata Di Sumedang," pp. 229-234, 2022.
D. N. Lindang, A. Y. Muniar, A. Halid, M. Muhajirin and A. Amiruddin, "Sistem Penentuan Kemiripan Antar Skripsi Menggunakan Metode Cosine Similarity Pada Perpustakaan," Sntei, pp. 321-324, 2022.
M. T. Abdillah, I. Kurniastuti, F. A. Susanto and F. Yudianto, "Implementasi Black Box Testing dan Usability Testing pada Website Sekolah MI Miftahul Ulum Warugunung Surabaya," J. Comput. Sci. Vis. Commun. Des., pp. 234-242, 2023.
S. Hendartie, S. Jayanti and H. Sutejo, "Pengujian Aplikasi Penerimaan Mahasiswa Baru (Pmb) Stmik Palangkaraya Menggunakan Black Box Testing," J. Sains Komput. dan Teknol. Inf, pp. 31-40, 2023.
