Araştırma Makalesi

Comparison of European Union Countries in Travel and Tourism Development Using Principal Component Analysis

Cilt: 9 Sayı: 2 31 Aralık 2025
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Comparison of European Union Countries in Travel and Tourism Development Using Principal Component Analysis

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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

Yayımlanma Tarihi

31 Aralık 2025

Gönderilme Tarihi

24 Şubat 2025

Kabul Tarihi

25 Kasım 2025

Yayımlandığı Sayı

Yıl 2025 Cilt: 9 Sayı: 2

Kaynak Göster

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