PENGEMBANGAN SISTEM REKOMENDASI BERBASIS FILTERING COLLABORATIVE UNTUK E-COMMERCE DI PT. ARAH ENVIROMENTAL INDONESIA

Authors

  • Iwan Setiawan Universitas Pamulang
  • Dede Handayani Universitas Pamulang

Abstract

The rapid development of information technology has significantly advanced the e-commerce sector, enabling users to purchase products easily without time or location limits. However, the vast number of available products often makes it difficult for users to choose the right ones. This study aims to develop a Filtering Collaborative -based recommendation system to help users find relevant products at PT. Arah Environmental Indonesia. The system considers three main criteria: product rating, sales volume, and customer clicks or views on a single product sample. The results show that the system can provide accurate and relevant recommendations, improving user shopping experiences and supporting the company’s marketing strategy.

References

Adnyana, A. A. P., Darmawan, I. D. M. B. ., & Wibawa, dan I. G. . (2023). Perancangan Website E-Commerce Dengan Sistem Rekomendasi Berbasis Collaborative Filtering. Jurnal Pengabdian Informatika, 1(November 2022), 463–468. https://ejournal1.unud.ac.id/index.php/jupita/article/view/189/241

Ate, K. M., Neno, F. E., Malo, M. W., Informatika, T., Stella, S., & Sumba, M. (2023). PENERAPAN METODE NAÏVE BAYES UNTUK MENDIAGNOSA PENYAKIT. 7(6), 3860–3866.

Chen, Y. (2024). Collaborative Filtering and Recommendation Algorithm for Artificial Intelligence Live Streaming E-Commerce Platforms Based on Big Data. Procedia Computer Science, 247(C), 826–833. https://doi.org/10.1016/j.procs.2024.10.100

Dita Aisha, & Ririen Kusumawati. (2022). Implementasi Metode Algoritma Collaborative Filtering Dan K-Nearest Neighbor Pada Sistem Rekomendasi E-Commerce. Jurnal Ilmiah Sistem Informasi Dan Ilmu Komputer, 2(3), 25–38. https://doi.org/10.55606/juisik.v2i3.314

Halim, F., Wijaya, A. H., & Wiyono, W. (2022). Analisis dan Perancangan E-Commerce Berbasis Web Dengan Penerapan Sistem Perekomendasian Menggunakan Metode Collaborative Filtering Serta Metode Up, Down, Cross Selling. Algor, 4(1), 28–43. https://doi.org/10.31253/algor.v4i1.1516

Hariri, F. R., & Rochim, L. W. (2022). Sistem Rekomendasi Produk Aplikasi Marketplace Berdasarkan Karakteristik Pembeli Menggunakan Metode User Based Collaborative Filtering. Teknika, 11(3), 208–217. https://doi.org/10.34148/teknika.v11i3.538

Hazizah, C. Y., & Widiyaningtyas, T. (2024). Analisis Metode Collaborative Filtering menggunakan KNN dan SVD++ untuk Rekomendasi Produk E-commerce Tokopedia. Edumatic: Jurnal Pendidikan Informatika, 8(2), 595–604. https://doi.org/10.29408/edumatic.v8i2.27793

Khusnah, M., Gernowo, R., & Surarso, B. (2025). Implementasi E-Commerce dengan Sistem Informasi Rekomendasi menggunakan Metode Collaborative Filtering untuk Pengembangan Penjualan pada UMKM. Jurnal Sistem Informasi Bisnis, 15(1), 134–141. https://doi.org/10.14710/vol15iss1pp134-141

Mahadewi. (2024). Sistem Rekomendasi Produk Pakaian dengan Menggunakan Metode Collaborative Filtering. Universitas Atma Jaya Yogyakarta, 13(1).

Nugroho, H. E., Nugroho, A., & Kunci, K. (2021). ANALISIS DAN PERANCANGAN E-COMMERCE PADA TOKO SEPATU DOPE13STORE MENGGUNAKAN FRAMEWORK LARAVEL Sistem Informasi Universitas AMIKOM Yogyakarta Abstraksi Keywords : Information System Journal (INFOS) | Vol. 4, No. 1, Mei 2021 Page | 38 ANALISIS, 4(1), 38–44.

Rachmaniar, A., Widayati, S., Rokoyah, K., Studi Manajemen Informatika, P., Studi Sistem Informasi, P., & Jakarta STI, S. (2025). Sistem Rekomendasi Produk E-Commerce Menggunakan Collaborative Filtering Dan Content-Based Filtering. Journal of Information System, Informatics and Computing Issue Period, 9(1), 40–54. https://doi.org/10.52362/jisicom.v9i1.1904

Ramadhani, T., Nabilah, S., Abimayu, A., & Loi, T. (2025). Pengembangan Sistem Rekomendasi Produk E-Commerce Menggunakan Algoritma Collaborative Filtering. RIGGS: Journal of Artificial Intelligence and Digital Business, 4(2), 4848–4854. https://doi.org/10.31004/riggs.v4i2.1349

Syamsuddin, S., Abbi, R. L., Ruga, J., & Irmayana, A. (2025). Implementasi Machine Learning pada Sistem Rekomendasi E-Commerce MKM Kerajinan Tangan. 18(1), 15–20. https://doi.org/10.36774/dipakomsi.v18i1.1729

Theodorus, D., Defit, S., & Nurcahyo, G. W. (2021). Machine Learning Rekomendasi Produk dalam Penjualan Menggunakan Metode Item-Based Collaborative Filtering. Jurnal Informasi Dan Teknologi, 3, 202–208. https://doi.org/10.37034/jidt.v3i4.151

Tirtana, A., Zulkarnain, A., Kristanto, B. K., Suhendra, S., & Hamzah, M. A. (2020). Rancang Bangun Aplikasi E-Commerce Untuk Meningkatkan Pendapatan UMKM. Jurnal Ilmiah Teknologi Informasi Asia, 14(2), 101–108. https://doi.org/10.32815/jitika.v14i2.473

Published

2026-01-03

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