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STUDY LITERATUR INFORMATION RETRIEVAL MODEL: TEKNIK DAN APLIKASI I Gede Nyoman Agung Jayarana; I Gede Wira Darma; I Wayan Ady Juliantara; I Made Agus Widiana Putra
Jurnal SUTASOMA (Science Teknologi Sosial Humaniora) Vol 3 No 2 (2025): Juni 2025
Publisher : Universitas Tabanan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58878/sutasoma.v3i2.392

Abstract

Information retrieval (IR) is a field in computer science that focuses on searching and retrieving relevant information from large-scale data sets. With the development of technology and the explosion of digital information, the need for efficient and accurate IR systems is increasing. This study aims to examine various IR models, both classical and modern, and the supporting techniques used in the information retrieval process. Classical models such as the Boolean Model, Vector Space Model (VSM), and BM25 are the initial foundations of IR systems, while modern neural network-based approaches such as DSSM, DPR, and Retrieval-Augmented Generation (RAG) offer more semantic and contextual search performance. In addition, basic techniques such as indexing and tokenization, as well as advanced techniques such as query expansion and relevance feedback, are also discussed, which also increase the effectiveness of the system. The performance evaluation of the IR system is carried out using various metrics such as precision, recall, F1-score, MAP, and NDCG. The results of this study indicate that the combination of the right IR models and techniques can produce an information retrieval system that is more relevant, efficient, and adaptive to the needs of modern users.
Implementasi dan Bimbingan Teknis Sistem Informasi Pencatatan Pelayanan di Kelurahan Sanur Anak Agung Gede Oka Kessawa Adnyana; Adi Panca Putra Iskandar; I Gede Nyoman Agung Jayarana; I Gede Wira Darma
Hikamatzu | Journal of Multidisciplinary Vol. 2 No. 2 (2025): Multidisciplinary Approach
Publisher : Hikamatzu | Journal of Multidisciplinary

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Kegiatan pengabdian ini dilaksanakan di Kelurahan Sanur dengan tujuan untuk mendukung proses digitalisasi pelayanan publik melalui implementasi dan bimbingan teknis penggunaan sistem informasi pencatatan layanan. Sistem ini dikembangkan untuk menggantikan metode pencatatan manual yang selama ini digunakan, yang dinilai kurang efisien dan rawan kesalahan. Metode pelaksanaan mencakup analisis kondisi mitra, penyusunan panduan pengguna berbasis alur kerja layanan, serta pelaksanaan pelatihan teknis secara langsung kepada staf kelurahan. Evaluasi dilakukan melalui kuesioner skala Likert untuk menilai pemahaman peserta dan efektivitas pelatihan. Hasil pengabdian menunjukkan bahwa sistem dapat diimplementasikan dengan baik, didukung dengan peningkatan kompetensi staf dalam mengoperasikan sistem. Adanya panduan pengguna serta pelatihan yang komprehensif menjadi kunci sukses keberlanjutan adopsi sistem ini ke depan