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Sistem Rekomendasi Produk Makeup Berbasis Content-Based Filtering dengan TF-IDF dan Cosine Similarity Idris, Nur Oktavin; Pontoiyo, Fuad
KETIK : Jurnal Informatika Vol. 2 No. 06 (2025): Juli
Publisher : Faatuatua Media Karya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70404/ketik.v2i06.311

Abstract

The growing cosmetics industry offers a wide range of makeup products; however, consumers often face difficulties in selecting alternative products that align with their preferences. This study aims to develop a content-based filtering recommendation system to assist users in finding relevant products when their primary product is unavailable. The method includes data collection from Kaggle using the Luxxify Makeup dataset, data exploration, preprocessing, feature extraction using TF-IDF, and product similarity calculation using cosine similarity. The recommended products are those with the highest similarity based on category and product description. Evaluation was carried out using the Mean Average Precision (MAP) metric to assess the relevance of recommendations. The results show that the system successfully recommends five alternative products with very high accuracy (MAP = 1.00). This system contributes to providing a personalized and efficient product search solution and can be applied to e-commerce platforms or digital beauty services.
INTEGRASI FILSAFAT LINGKUNGAN PERTANIAN KONSERVASI EX-SITU TANAMAN SEBAGAI KEMASAN MAKANAN: PENDEKATAN ETIKA DAN NILAI INTRINSIK Modjo, Ardiyanto Saleh; Faqih, Ahmad; Pontoiyo, Fuad; Alio, La; Syam, Muh Arfah; Hasim, Hasim; Baruwadi, Mahludin H; Musa, Weny J.A
Jambura Journal of Food Technology Vol 6, No 2 (2024): Desember
Publisher : Universitas Negeri Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37905/jjft.v6i2.29489

Abstract

Studi ini bertujuan untuk mengeksplorasi hubungan antara pendekatan filsafat lingkungan dan praktik konservasi ex-situ spesies Saribus rotundifolia. Meningkatnya ancaman terhadap spesies ini akibat deforestasi dan perubahan iklim, konservasi ex-situ menjadi strategi penting. Namun, pendekatan etis dalam konservasi sering kali diabaikan. Studi ini mengkaji nilai intrinsik spesies dalam kerangka biosentrisme dan ekosentrisme, serta memper-timbangkan aspek keadilan lingkungan dan keterlibatan masyarakat lokal. Artikel ini disusun berdasarkan tinjauan pustaka dari berbagai literatur terkait konservasi spesies tumbuhan dan filsafat lingkungan. Hasil studi ini diharapkan dapat memberikan wawasan tentang pentingnya integrasi etika lingkungan dalam kebijakan dan praktik konservasi.
Digitalisasi Koperasi Merah Putih dan Sistem Informasi Berbasis Web Untuk Meningkatkan Partisipasi Program Keluarga Berkualitas di Desa Tiohu Rosbin Pakaya; Nur Oktavin Idris; Fuad Pontoiyo
KREATIF: Jurnal Pengabdian Masyarakat Nusantara Vol. 5 No. 2 (2025): Jurnal Pengabdian Masyarakat Nusantara
Publisher : Pusat Riset dan Inovasi Nasional

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55606/kreatif.v5i2.6410

Abstract

Optimization of participation in the quality family program and the digitalization of the Merah Putih cooperative in Tiohu Village is the main focus of this community service, based on the challenge of low public participation due to limited access to information and the still manual recording process. This study aims to develop a web-based information system to support the quality family program while also digitizing the cooperative, in order to sustainably increase community involvement in the village’s social and economic services. The methodology applied includes needs identification, system design and development using the PHP programming language and MySQL database, followed by socialization, participatory training, and monitoring and evaluation. The results show that the implemented digital system has succeeded in accelerating access to information, strengthening the service functions of the quality family program, and encouraging the cooperative’s economic independence. Implicitly, this activity contributes to the development of a digital technology-based empowerment model that is adaptive to the local context, while also providing a tangible impact in improving management efficiency and community participation