EN
Comparison of European Union Countries in Travel and Tourism Development Using Principal Component Analysis
Öz
Tourism is undoubtedly one of the most significant factors contributing to the economy and development of countries. Consequently, numerous countries intend to attract more tourists annually by investing in the tourism sector. Countries compete in this domain and seek to enhance their development levels. The Travel and Tourism Development Index (TTDI), featured in the Insight Report by the World Economic Forum (WEF), makes it possible to compare countries in terms of travel and tourism development. This index, which has undergone multiple updates over the years, comprises five dimensions and 17 pillars. This study aims to visualize the travel and tourism development of 27 European Union (EU) countries using principal component analysis (PCA), one of the most well-known dimensionality reduction and unsupervised machine learning methods, by using the 2024 TTDI data of these countries to compare them with each other and identify similar countries. The analysis indicated that three principal components accounted for the majority of variance in the initial dataset, comprising seventeen pillars, and similar countries in terms of travel and tourism development were revealed on the plot constructed accordingly.
Anahtar Kelimeler
Kaynakça
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Ayrıntılar
Birincil Dil
İngilizce
Konular
Makine Öğrenme (Diğer)
Bölüm
Araştırma Makalesi
Yazarlar
Yayımlanma Tarihi
31 Aralık 2025
Gönderilme Tarihi
24 Şubat 2025
Kabul Tarihi
25 Kasım 2025
Yayımlandığı Sayı
Yıl 2025 Cilt: 9 Sayı: 2
APA
Özdemir, M. H. (2025). Comparison of European Union Countries in Travel and Tourism Development Using Principal Component Analysis. Acta Infologica, 9(2), 630-640. https://doi.org/10.26650/acin.1645953
AMA
1.Özdemir MH. Comparison of European Union Countries in Travel and Tourism Development Using Principal Component Analysis. ACIN. 2025;9(2):630-640. doi:10.26650/acin.1645953
Chicago
Özdemir, Mehmet Hakan. 2025. “Comparison of European Union Countries in Travel and Tourism Development Using Principal Component Analysis”. Acta Infologica 9 (2): 630-40. https://doi.org/10.26650/acin.1645953.
EndNote
Özdemir MH (01 Aralık 2025) Comparison of European Union Countries in Travel and Tourism Development Using Principal Component Analysis. Acta Infologica 9 2 630–640.
IEEE
[1]M. H. Özdemir, “Comparison of European Union Countries in Travel and Tourism Development Using Principal Component Analysis”, ACIN, c. 9, sy 2, ss. 630–640, Ara. 2025, doi: 10.26650/acin.1645953.
ISNAD
Özdemir, Mehmet Hakan. “Comparison of European Union Countries in Travel and Tourism Development Using Principal Component Analysis”. Acta Infologica 9/2 (01 Aralık 2025): 630-640. https://doi.org/10.26650/acin.1645953.
JAMA
1.Özdemir MH. Comparison of European Union Countries in Travel and Tourism Development Using Principal Component Analysis. ACIN. 2025;9:630–640.
MLA
Özdemir, Mehmet Hakan. “Comparison of European Union Countries in Travel and Tourism Development Using Principal Component Analysis”. Acta Infologica, c. 9, sy 2, Aralık 2025, ss. 630-4, doi:10.26650/acin.1645953.
Vancouver
1.Mehmet Hakan Özdemir. Comparison of European Union Countries in Travel and Tourism Development Using Principal Component Analysis. ACIN. 01 Aralık 2025;9(2):630-4. doi:10.26650/acin.1645953