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      "title": "SISTEM REKOMENDASI DESTINASI WISATA\r\nMENGGUNAKAN ALGORITMA HYBRID FILTERING PADA\r\nDAERAH ISTIMEWA YOGYAKARTA",
      "department": "Fakultas Ilmu Komputer",
      "uri": "http:\/\/eprints.amikom.ac.id\/id\/eprint\/32892",
      "keywords": "Collaborative Filtering, Content-Based Filtering, Cuaca Real-Time,\r\nHybrid Filtering, Sistem Rekomendasi Wisata, Daerah Istimewa Yogyakarta, Real-Time Weather,\r\nHybrid Filtering, Tourism Recommendation System.",
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      "subjects": [
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      "date": "2026-02-23",
      "abstract": "Lonjakan perjalanan wisata domestik di Indonesia, khususnya di Provinsi Daerah\r\nIstimewa Yogyakarta (DIY), menuntut adanya sistem rekomendasi destinasi yang\r\nmampu memberikan saran secara personal dan kontekstual. Penelitian ini\r\nmengembangkan sistem rekomendasi destinasi wisata berbasis hybrid filtering\r\nyang menggabungkan content-based filtering, collaborative filtering, serta variabel\r\ncuaca real-time untuk meningkatkan relevansi rekomendasi. Data destinasi wisata\r\nDIY diperoleh dari dataset publik Kaggle, sementara data cuaca diperoleh melalui\r\nApplication Programming Interface (API) Open-Meteo. Kemiripan konten dihitung\r\nmenggunakan metode Term Frequency–Inverse Document Frequency (TF-IDF)\r\ndan cosine similarity, sedangkan kesamaan antar pengguna dianalisis menggunakan\r\nalgoritma k-nearest neighbors (k-NN). Sistem diimplementasikan menggunakan\r\nbasis data MYSQL dan antarmuka web interaktif berbasis PHP. Hasil pengujian\r\nmenunjukkan bahwa pendekatan hybrid filtering menghasilkan nilai Mean\r\nAbsolute Error (MAE) sebesar 0,1366 dan Root Mean Square Error (RMSE)\r\nsebesar 0,1638, yang berarti lebih akurat dibandingkan pendekatan tunggal. Sistem\r\nini juga mampu menyesuaikan rekomendasi terhadap kondisi cuaca aktual, seperti\r\nmemprioritaskan destinasi indoor saat hujan. Integrasi komponen content-based\r\ndan collaborative filtering terbukti efektif dalam mengatasi permasalahan cold-start\r\nserta meningkatkan kepuasan pengguna dalam memilih destinasi wisata di DIY.",
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