Designing A Web-Based Content-Based Filtering Method for A Culinary Marketplace
DOI:
https://doi.org/10.30812/ijecsa.v4i2.5652Keywords:
Market Place, Sell, Cuisine, Content Based Filtering, WebsiteAbstract
The development of information technology has made various aspects of life easier, including product marketing through marketplace applications. In Pasar Bengkel Village, known as a culinary center, vendors have experienced a decline in the number of customers due to the operation of the Medan–Tebing Tinggi toll road, which has reduced visitor traffic. The purpose of this study is to design a marketplace application with a recommendation system that can help vendors increase product visibility and attract customers back. The research method is the application of a Content-Based Filtering-based recommendation system with the Term Frequency–Inverse Document Frequency (TF-IDF) algorithm to process product description data and generate relevant recommendations for users. The result of this study is a marketplace application that is able to provide personalized product recommendations based on the frequency of word occurrences in product descriptions using the TF-IDF technique. In conclusion, this application is expected to be an innovative solution in increasing the competitiveness of local culinary vendors by expanding their marketing reach and maintaining the sustainability of their businesses..
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[1] R. Alana and A. Hartanto, “Implementasi Algoritma Content Based Filtering dalam Sistem Rekomendasi Komik Implementation of Content Based Filtering Algorithm in Comic Recommendation System,” Sist. J. Sist. Inf., vol. 13, no. 4, pp. 2540–9719, 2024, [Online]. Available: http://sistemasi.ftik.unisi.ac.id
[2] B. J. M. Putra, A. Fu’adi, and D. A. F. Yuniarti, “Analisa dan Rancangan Sistem Informasi Pariwisata Pacitan dengan UML dan ERD,” Inf. Syst. Educ. Prof. J. Inf. Syst., vol. 7, no. 1, p. 63, 2022, doi: 10.51211/isbi.v7i1.1920.
[3] L. D. Mardani and W. Gunawan, “Implementasi Rekomendasi Content Based Filtering dan Apriori Berbasis Android,” J. Edukasi dan Penelit. Inform., vol. 10, no. 2, p. 312, 2024, doi: 10.26418/jp.v10i2.74383.
[4] F. Christyawan, A. N. Rohman, and A. D. Hartanto, “Application of Content-Based Filtering Method Using Cosine Similarity in Restaurant Selection Recommendation System,” J. Inf. Syst. Informatics, vol. 6, no. 3, pp. 1559–1576, 2024, doi: 10.51519/journalisi.v6i3.806.
[5] S. Suendri, T. Triase, and S. Afzalena, “Implementasi Metode Job Order Costing Pada Sistem Informasi Produksi Berbasis Web,” Js (Jurnal Sekolah), vol. 4, no. 2, p. 97, 2021, doi: 10.24114/js.v4i2.17954.
[6] Muhammad Ridho Fasya, Muhamad Alda, and Adnan Buyung Nasution, “Rancang Bangun Sistem Informasi Rekomendasi Produk pada Supermarket Menggunakan Content Based Filtering Berbasis Web,” JUMINTAL J. Manaj. Inform. dan Bisnis Digit., vol. 4, no. 1, pp. 28–37, 2025, doi: 10.55123/jumintal.v4i1.5114.
[7] A. Pramono and T. S. S. A. Wolayan, “Implementation of Content Based Filtering Method in Restaurant Menu Ordering Recommendation System,” Return Study Manag. Econ. Bussines, vol. 3, no. 4, pp. 206–215, 2024, doi: 10.57096/return.v3i4.206.
[8] Suwarno and T. Fernando, “Design and Development a Design Services Marketplace Using the Content-Based Filtering Method,” Snistek, pp. 324–330, 2022.
[9] R. Nababan, J. F. Naibaho, and Y. Rumapea, “Pemasaran Produk Usaha Mikro Kecil Menengah Menggunakan Model E-Marketplace Berbasis Mobile Studi Kasus Pada Wilayah Tarutung,” METHOSISFO J. Ilm. Sist. Inf. , vol. 2, no. 1, pp. 46–52, 2022, [Online]. Available: http://ojs.fikom-methodist.net/index.php/METHOSISFO
[10] A. R. Harahap and L. Wijayanti, “Penerapan Crowdsourcing dalam Interaksi Komunitas Informasi di Indonesia: Systematic Literature Review,” Lentera Pustaka J. Kaji. Ilmu Perpustakaan, Inf. dan Kearsipan, vol. 8, no. 2, pp. 95–108, 2022, doi: 10.14710/lenpust.v8i2.46649.
[11] M. Sahel Muhyidin, I. Hariyanti, M. F. Novianto, A. A. Apriliani, and S. N. Rohmah, “Analisis Sistem Rekomendasi Musik Berdasarkan Lirik Dengan Metode Term Frequency-Inverse Document Frequency (Tf-Idf),” Semin. Teknol. Majalengka, vol. 8, 2024.
[12] E. Iskandar, R. C. Buwono, and S. O. N. Putri, “Implementasi Progressive Web Apps Pada Marketplace,” J. SAINTEKOM, vol. 12, no. 2, pp. 158–167, 2022, doi: 10.33020/saintekom.v12i2.265.
[13] N. Sonani, H. Sukayat, A. P. Sudrajat, and S. Sari, “Brand Ambassador dan Marketplace terhadap Minat Konsumen pada Produk Fashion,” J. Manag. Bussines, vol. 5, no. 1, pp. 496–511, 2023, doi: 10.31539/jomb.v5i1.5162.
[14] S. Fransisca and R. N. Putri, “Pemanfaatan Teknologi RFID Untuk Pengelolaan Inventaris Sekolah Dengan Metode (R&D),” J. Mhs. Apl. Teknol. Komput. dan Inf., vol. 1, no. 1, pp. 72–75, 2021.
[15] S. A. SAPUTRI, I. BERLIANA, I. BERLIANA, and M. F. NASRIDA, “Peran Marketplace Dalam Meningkatkan Daya Saing Umkm Di Indonesia,” Knowl. J. Inov. Has. Penelit. dan Pengemb., vol. 3, no. 1, pp. 69–75, 2023, doi: 10.51878/knowledge.v3i1.2199.
[16] R. Chulyadyo and P. Leray, “A personalized recommender system from probabilistic relational model and users’ preferences,” Procedia Comput. Sci., vol. 35, no. C, pp. 1063–1072, 2024, doi: 10.1016/j.procs.2014.08.193.
[17] Hengki Juliansa, Ahmadi, “Rancang Bangun Aplikasi E-Marketplace Bagi Usaha Mikro Kecil Menengah Sebagai Media Promosi,” J. Ilm. Bin. STMIK Bina Nusant. Jaya Lubuklinggau, vol. 4, no. 2, pp. 73–79, 2022, doi: 10.52303/jb.v4i2.73.
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