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Sumber juga membahas konsep metode rekomendasi yang dipersonalisasi, termasuk penggunaan knowledge graph serta penggabungan teknik optimasi. Selain itu, rujukan menyinggung integrasi program pelatihan digital dan ekosistem pembelajaran berbasis teknologi. Keseluruhan referensi mendukung pengembangan rekomendasi wisata pada aplikasi Voyageur.",{"@graph":63,"@context":119},[64,81,102],{"@type":65,"itemListElement":66},"BreadcrumbList",[67,72,75,78],{"item":68,"name":69,"@type":70,"position":71},"https://docshare.wps.com","Home","ListItem",1,{"item":73,"name":9,"@type":70,"position":74},"https://docshare.wps.com/id/document/",2,{"item":76,"name":39,"@type":70,"position":77},"https://docshare.wps.com/id/document/teknologi/",3,{"item":79,"name":59,"@type":70,"position":80},"https://docshare.wps.com/id/document/implementation-of-machine-learning-and-cloud-computing-for-tourism-recommendations-in-the-voyageur-app/290517/",4,{"url":79,"name":59,"@type":82,"image":83,"author":88,"headline":59,"publisher":91,"fileFormat":94,"inLanguage":57,"description":61,"dateModified":95,"datePublished":96,"encodingFormat":94,"isAccessibleForFree":97,"interactionStatistic":98},"DigitalDocument",{"url":84,"@type":85,"width":86,"height":87},"https://docshare.wps.com/thumbnails/implementation-of-machine-learning-and-cloud-computing-for-tourism-recommendations-in-the-voyageur-app/290517.png","ImageObject",300,407,{"name":89,"@type":90},"Noah","Person",{"url":68,"name":92,"@type":93},"DocShare","Organization","application/pdf","2026-10-01","2026-09-17",true,{"@type":99,"interactionType":100,"userInteractionCount":80},"InteractionCounter",{"@type":101},"ViewAction",{"@type":103,"mainEntity":104},"FAQPage",[105,111,115],{"name":106,"@type":107,"acceptedAnswer":108},"Referensi apa yang digunakan untuk mendukung sistem rekomendasi pada aplikasi Voyageur?","Question",{"text":109,"@type":110},"Daftar pustaka memuat studi tentang metode rekomendasi personal, termasuk content-based filtering, collaborative filtering, dan pendekatan hybrid untuk menghasilkan saran yang lebih sesuai pengguna.","Answer",{"name":112,"@type":107,"acceptedAnswer":113},"Pendekatan rekomendasi apa saja yang disebut dalam daftar pustaka?",{"text":114,"@type":110},"Terdapat rujukan penggunaan content-based filtering, collaborative filtering, hybrid collaborative-content-based filtering, serta rekomendasi yang memanfaatkan knowledge graph.",{"name":116,"@type":107,"acceptedAnswer":117},"Apa peran machine learning dan deep learning dalam dokumen ini?",{"text":118,"@type":110},"Referensi menegaskan penggunaan machine learning dan deep learning sebagai dasar untuk membangun model dan meningkatkan kualitas rekomendasi serta pemrosesan data yang diperlukan.","https://schema.org",{"og:url":79,"og:type":121,"og:title":59,"og:site_name":92,"og:description":61},"article",{"robots":123,"canonical":79},"index,follow",{"doc_id":125,"site_id":56},290517,1789641916,{"code":4,"msg":5,"data":128},{"doc_id":125,"user_id":129,"nickname":89,"user_avatar":130,"doc_module":4,"category_id":38,"category_name":39,"doc_title":59,"doc_description":61,"doc_content":131,"file_id":132,"file_url":133,"file_type":134,"file_size":135,"view_count":80,"is_deleted":4,"is_public":71,"is_downloadable":71,"audit_status":71,"page_count":74,"language":136,"language_code":57,"site_id":56,"html_lang":57,"table_of_contents":60,"faqs":137,"seo_title":138,"seo_description":61,"update_tm":126,"read_time":77},8796095462418,"https://ap-avatar.wpscdn.com/avatar/80000253c1241d02b47?x-image-process=image/resize,m_fixed,w_180,h_180&k=1778826106357471780","DAFTAR PUSTAKA  \nBangkit: Kickstart your tech career. (n.d.). Retrieved December 27, 2024, from [https://grow.google/intl/id_id/bangkit/](https://grow.google/intl/id_id/bangkit/)  \nCheng, H., Gan, B., & Zhang, C. (2021). Research on personalized recommendation method based on social impact theory. Journal of Physics: Conference Series, 1848(1), 012128.  \n[https://doi.org/10.1088/1742-6596/1848/1/012128](https://doi.org/10.1088/1742-6596/1848/1/012128)  \nHandini, D. (2022, September 5) . Program Bangkit dan Kampus Merdeka Luluskan 2.517 Talenta Digital. Kementerian Pendidikan Tinggi, Sains, Dan Teknologi Republik Indonesia. [https://dikti.kemdikbud.go.id/kabar-dikti/kabar/program-bangkit-dan-kam](https://dikti.kemdikbud.go.id/kabar-dikti/kabar/program-bangkit-dan-kam)[ ](https://dikti.kemdikbud.go.id/kabar-dikti/kabar/program-bangkit-dan-kam)[pus-merdeka-luluskan-2-517-talenta-digital/](pus-merdeka-luluskan-2-517-talenta-digital/)  \nJaniesch, C., Zschech, P., & Heinrich, K. (2021). Machine learning and deep learning. Electronic Markets, 31(3), 685–695. [https://doi.org/10.1007/s12525-021-00475-2](https://doi.org/10.1007/s12525-021-00475-2)  \nKusuma, H. S., & Musdholifah, A. (2021) . Recommendation System for Thesis Topics Using Content-based Filtering. IJCCS (Indonesian Journal of Computing and Cybernetics Systems), 15(1), Article 1. [https://doi.org/10.22146/ijccs.62716](https://doi.org/10.22146/ijccs.62716)  \nMaini, V., & Sabri, S. (2023). Machine Learning For Humans: Introduction to Machine Learning with Python. Alanna Maldonado.  \nPriya, S. K., Manonmani, T., Dharshana, N., & Ragaanasuya, K. (2022) . Movie Recommendation System with Hybrid Collaborative and Content-based Filtering Using Convolutional Neural Network. International Journal of Health Sciences, 6(S8), 5357–5372.  \nShitole, A. S., & Priyadarshini, I. (2021) . Survey of Machine Learning Algorithms & its Applications. Journal ofAdvances in Computational Intelligence Theory, 3(2), 1–5. [https://doi.org/10.5281/zenodo.5090570](https://doi.org/10.5281/zenodo.5090570)  \nSuma Priya, D. S. V., Esther Rani, D., Pavan Shankar Sai, A., Konda Babu, A., & Nandan, D. (2020). A Review on the Importance of Machine Learning and Artificial Intelligence in Real Life Problem Solving. Journal of  \nComputational and Theoretical Nanoscience, 17(9–10), 4336–4339. [https://doi.org/10.1166/jctn.2020.9072](https://doi.org/10.1166/jctn.2020.9072)  \nThongsri, N., Warintarawej, P., Chotkaew, S., & Saetang, W. (2022) .  \nImplementation of a personalized food recommendation system based on collaborative filtering and knapsack method. International Journal of Electrical and Computer Engineering (IJECE), 12(1), Article 1.  \n[https://doi.org/10.11591/ijece.v12i1.pp630-638](https://doi.org/10.11591/ijece.v12i1.pp630-638)  \nXiaoli, X. U., Hui, H., Mengmeng, W. U., Yu, L., Ziheng, Y., & Yingfeng, W.(2021). Development of Personalized Learning Resources Recommendation System Based on Knowledge Graph. International Journal ofEducational Technology and Learning, 10(2), Article 2. [https://doi.org/10.20448/2003.102.68.72](https://doi.org/10.20448/2003.102.68.72)","cbCaicnRJqEAWel4","https://ap.wps.com/l/cbCaicnRJqEAWel4","pdf",137764,"Indonesian","[{\"question\":\"Referensi apa yang digunakan untuk mendukung sistem rekomendasi pada aplikasi Voyageur?\",\"answer\":\"Daftar pustaka memuat studi tentang metode rekomendasi personal, termasuk content-based filtering, collaborative filtering, dan pendekatan hybrid untuk menghasilkan saran yang lebih sesuai pengguna.\"},{\"question\":\"Pendekatan rekomendasi apa saja yang disebut dalam daftar pustaka?\",\"answer\":\"Terdapat rujukan penggunaan content-based filtering, collaborative filtering, hybrid collaborative-content-based filtering, serta rekomendasi yang memanfaatkan knowledge graph.\"},{\"question\":\"Apa peran machine learning dan deep learning dalam dokumen ini?\",\"answer\":\"Referensi menegaskan penggunaan machine learning dan deep learning sebagai dasar untuk membangun model dan meningkatkan kualitas rekomendasi serta pemrosesan data yang diperlukan.\"}]","Implementasi Machine Learning dan Cloud Computing pada Rekomendasi Wisata di Aplikasi Voyageur | PDF"]