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All Journal IPTEK The Journal for Technology and Science Jurnal S2 Pendidikan Matematika AKSIOMA: Jurnal Program Studi Pendidikan Matematika AlphaMath: Journal of Mathematics Education Proceeding SENDI_U Union: Jurnal Ilmiah Pendidikan Matematika Jurnal Matematika: MANTIK Journal of Mathematics and Mathematics Education (JMME) Jurnal Pembelajaran Matematika JTAM (Jurnal Teori dan Aplikasi Matematika) JCES (Journal of Character Education Society) DoubleClick : Journal of Computer and Information Technology Buana Matematika : Jurnal Ilmiah Matematika dan Pendidikan Matematika Jurnal Informatika Global Jurnal Studi Guru dan Pembelajaran Jurnal Manajemen Informatika dan Sistem Informasi Jurnal Ilmiah Matematika dan Pendidikan Matematika (JMP) Jurnal Abdi Insani Infotek : Jurnal Informatika dan Teknologi Jurnal Sains dan Edukasi Sains Jurnal Lebesgue : Jurnal Ilmiah Pendidikan Matematika, Matematika dan Statistika Nusantara Science and Technology Proceedings Infotech: Jurnal Informatika & Teknologi INTELEKTIVA Jurnal Pengabdian kepada Masyarakat Jurnal Pengabdian Kepada Masyarakat Decode: Jurnal Pendidikan Teknologi Informasi KOMMAS: Jurnal Pengabdian Kepada Masyarakat Duta.com : Jurnal Ilmiah Teknologi Informasi dan Komunikasi Khatulistiwa: Jurnal Pendidikan dan Sosial Humaniora Proceeding of International Conference Health, Science And Technology (ICOHETECH) Politeknosain Nusantara Journal of Computers and its Applications SmartComp Jurnal Pendidikan dan Sosial Humaniora
Nugroho Arif Sudibyo
Department Of Informatics Engineering, Faculty Of Computer Science, Universitas Duta Bangsa Surakarta
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Journal : Nusantara Science and Technology Proceedings

 1 
Data Mining Using K-Means Clustering Algorithm for Grouping Countries of Origin of Foreign Tourist Hasanah, Herliyani; Sudibyo, Nugroho Arif; Galih, Rhezka Mahendra
Nusantara Science and Technology Proceedings Join Proceeding "Basic and Applied Science Conference (BASC) 2021 & 1st Education Research and Appli
Publisher : Future Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11594/nstp.2021.1112

Abstract

Indonesia has enormous potential to develop the tourism sector. The role of the tourism sector in Indonesia's economic development is increasingly important. The contribution has been made by the tourism sector through foreign exchange earnings, regional income, regional development, investment, and employment increment as well as business development across various areas in Indonesia. One of the government's targets in the tourism sector is to increase foreign tourist visits. Grouping or clustering the countries of origin of the tourists need to be done to help the government in determining strategies. This study uses the K-means clustering algorithm to classify the data on the country of origin of tourists and evaluate the clusters using silhouette score for determining the appropriate number of clusters. The result of the silhouette score shows that K = 2 has a value of 0.8, which is the best cluster that can be used to classify data on the country of origin of tourists. Based on the test results of the clusters, both of the clusters were then identified as cluster 1 for the category of low visitors with 206 members and cluster 2 for the category of high visitors with 6 members, namely Malaysia, Singapore, China, Other Asia, Timor Leste, and Australia. The results of the clustering process are expected to be input data for further performance, namely mapping the right marketing strategy for the countries visiting Indonesia so as to increase foreign tourist visits to Indonesia.
Co-Authors Ade Susanti Adi Nurcahyo Adri Surya Kusuma Agustina Srirahayu Aldi Wahyudi Arta Anisatul Farida Ardymulya Iswardani Ardymulya Iswardani Arif Wicaksono Septyanto Atina, Vihi Bowo Winarno Budiyono Budiyono Deddy Rahmadi Dewi Retno Sari S Dewi Retno Sari Saputro Dewi Retno Sari Saputro, Dewi Retno Diari Indriati Dwi Purnama Edy Kurniawan Faizal Khusnul Ramatullah Fanny Widadie Galih, Rhezka Mahendra Hasanah, Herliyani Imam Sujadi Iswardani, Ardymulya Jamilatun Safitri Kartika Sari M. Wahid Syaifuddin Martini, Titin Sri Moh Muhtarom Mohamad Waluyo Muhammad Irfan Muhammad Irfan Muhammad Wahid Syaifuddin Muslimin Musthofa, Akbar Fadel Dwiki Naufal Ishartono Nughthoh Arfawi Kurdhi, Nughthoh Arfawi Nugroho, Suryanto Nur Mahar Aji mahar Nurmalitasari Nurmalitasari Nurmalitasari Nurmalitasari Permadi Eka Setyawan Pradipta Annurwanda Purnami Widyaningsih Putranto Hadi Utomo Putranto Hadi Utomo Putri, Nadia Amalia Rahma, Tara Kamila Ririn Setiyowati S Siswanto Septiana Wijayanti Setiyowati, Ririn Setyowati, Elis Siti Komsatun Siti Suprihatiningsih Supriyadi Wibowo Sutanto Sutanto Syaifuddin , M Wahid Tiyan Ganang Wicaksono Tri Atmojo Kusmayadi Tri Atmojo Kusmayadi Tri Purwanto Triana Harmini Tyan Ganang Wicaksono Vania, Kezia Abigail Vihi Atina Wahyu Hidayat Wahyu Hidayat Wahyu Hidayat Wijayanti, Septiana YOHANA PUTRA SURYA RAHMAD HIDAYAT Yohana Putra Surya Rahmad Hidayat Yohana Putra Surya Rahmad Hidayat