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      "abstract": "Pemilihan program studi merupakan keputusan penting bagi calon\r\nmahasiswa agar sesuai dengan minat dan arah pengembangan karier di masa depan.\r\nNamun, banyaknya pilihan program studi pada bidang komputer sering kali\r\nmenimbulkan kebingungan karena informasi yang tersedia masih berupa teks\r\ndeskriptif yang belum diolah secara terstruktur untuk mendukung pengambilan\r\nkeputusan. Oleh karena itu, penelitian ini bertujuan untuk merancang dan\r\nmembangun sistem rekomendasi pemilihan program studi berbasis web\r\nmenggunakan metode Sentence-BERT (SBERT). Penelitian ini menggunakan\r\ndataset 23 deskripsi program studi yang diekstraksi dari 8 Perguruan Tinggi Swasta\r\n(PTS) di bawah naungan LLDIKTI Wilayah V Daerah Istimewa Yogyakarta.\r\nTahapan penelitian meliputi pra-pemrosesan teks (case folding, tokenization,\r\nstopword removal, dan stemming), ekstraksi fitur menggunakan arsitektur SBERT\r\n(model paraphrase-multilingual-MiniLM-L12-v2), perhitungan tingkat kemiripan\r\nsemantik menggunakan Cosine Similarity, serta implementasi antarmuka\r\nmenggunakan framework Streamlit. Hasil pengujian menunjukkan bahwa model\r\nSBERT berhasil memahami konteks dan kedekatan makna semantik antara input\r\nminat pengguna dengan kurikulum program studi, bukan sekadar melakukan\r\npencocokan kata kunci secara leksikal. Evaluasi sistem membuktikan efektivitas\r\nyang sangat baik, dibuktikan dengan capaian nilai Precision@5 sebesar 60% dan\r\nskor sempurna pada Mean Reciprocal Rank (MRR) sebesar 1.0. Sistem\r\nrekomendasi ini diharapkan dapat membantu calon mahasiswa dalam mengambil\r\nkeputusan pemilihan program studi secara lebih objektif dan relevan berdasarkan\r\npenjabaran minat mereka.",
      "date": "2026-05-25",
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      "subjects": [
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      "institution": "Universitas AMIKOM Yogyakarta",
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      "keywords": "Sistem rekomendasi, Pemilihan program studi, Perguruan tinggi,\r\nBidang komputer, Sistem informasi, Recommendation system, Study program selection, Higher education,\r\nComputer field, Information system.",
      "uri": "http:\/\/eprints.amikom.ac.id\/id\/eprint\/32919",
      "department": "Fakultas Ilmu Komputer",
      "title": "PENERAPAN METODE SENTENCE-BERT UNTUK SISTEM REKOMENDASI\r\nPEMILIHAN PROGRAM STUDI",
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