A classification study for re-determination of the geographical regions: the case of Turkey

Year 2021, Volume: 9 Issue: 4, 97 - 102, 31.12.2021

Burcu Durmuş , Öznur İşçi Güneri

https://doi.org/10.18100/ijamec.988273

Cited By: 1

Abstract

The rapid urbanization of the residential areas in an unplanned and irregular manner causes ecological and environmental changes. Understanding this growth is an important criterion for developing environmentally friendly policies and creating new limits. Although determining the boundaries of the region cannot be connected to a single basic principle, a planning can be made by making statistical inferences. In this regard, in this study, Turkey's geographic boundaries are discussed again. A classification analysis was conducted to discuss how the change of environmental and human criteria affects the limits. The study was carried out with two data sets. The first is the provinces that exist in the present, and the second is the selected developing districts. The algorithm that gave the best results for the data was determined. The reason for the provinces classified incorrectly according to this algorithm was discussed and a new border map was proposed.

Keywords

classification algorithms, geographical regions, regional borders, urban areas

References

• 1st Geography Congress, “Raporlar, müzakereler, kararlar”, T.C. Maarif Vekilliği, 1941.
• M. Alan, S. Dündar, “Yatırım teşvik verilerinin veri madenciliği ile analizi”, Kırıkkale Üniversitesi Sosyal Bilimler Dergisi, vol. 7, no. 2, pp. 119-130, 2017.
• M. Albayrak, “The use of data mining in scientific research”, International Journal of Social Sciences and Education Research, vol. 3, no. 3, pp. 751-760, 2017.
• K. Arınç, “Coğrafi metodoloji açısından bölgesel coğrafya, bölge bilimi ve coğrafi bölgeler”, Türk Coğrafya Dergisi, vol. 6, pp. 13-24, 2013.
• H. Buhaug, H. Urdal, “An urbanization bomb? Population growth and social disorder in cities”, Glob. Environ. Chang., vol. 23, no. 1, pp. 1-10, 2013.
• E.L.A. Glaeser, “A world of cities: The causes and consequences of urbanization in poorer countries”, J. Eur. Econ. Assoc, vol. 12, pp. 1154-1199, 2019.
• R. Dash, R. Dash, D. Mishra, “A hybridized rough-PCA approach of attribute reduction for high dimensional data set”, European Journal of Scientific Research, vol. 44, no. 1, pp. 29-38, 2010.
• Department of Economic and Social Affairs, Population Division, United Nations. World urbanization prospects: the 2014 revision, United Nations: New York, NY, USA, 2015.
• Eurostat, “The EU in the world – population”, 2020.
• N. Garipağaoğlu, “Türkiye’de hava kirliliği sorununun coğrafi bölgelere göre dağılımı”, Doğu Coğrafya Dergisi, vol. 8, pp. 55-77, 2003.
• N. Garipağaoğlu, “Türkiye’de kentleşmenin, kent sayısı, kentli nüfus kriterlerine göre incelenmesi ve coğrafi dağılışı”, Marmara Coğrafya Dergisi, vol. 22, pp. 1-42, 2010.
• R. Goldblatt, W. You, G. Hanson, A.K. Khandelwal, “Detecting the boundaries of urban areas in India: A dataset for pixel-based image classification in google earth engine”, Remote Sens., vol. 8, pp. 634, 2016.
• M. Gribskov, N.L. Robinson, “Use of receiver operating characteristic (ROC) analysis to evaluate sequence matching”, Comput Chem., vol. 20, no. 1, pp. 25-33, 1996.
• M. Jones, A. Paasi, “Regional world(s): Advancing the geography of regions”, Regional Studies, vol. 47, no. 1, pp. 1-5, 2013.
• A. Paasi, “Regional planning and the mobilization of `regional identity': from bounded spaces to relational complexity”, Regional Studies, vol. 47, no. 8, pp. 1206-1219, 2013.
• A. Pike, “Whither regional studies?”, Regional Studies, vol. 41, no. 9, pp. 1143-1148, 2010.
• K. Kayaalp, “Asenkron motorlarda veri madenciliği ile hata tespiti”, Süleyman Demirel Üniversitesi, Fen Bilimleri Enstitüsü, Yüksek Lisans Tezi, Isparta, 2007.
• Y. Kırelli, “E-ticaret siteleri için sahtekârlık tespit sistemleri”, İstanbul Ticaret Üniversitesi, Yüksek Lisans Tezi, Bilgisayar Mühendisliği Ana Bilim Dalı, İstanbul, 2016.
• E. Kirkos, C. Spathis, Y. Manolopoulos, “Data Mining techniques for the detection of fraudulent financial statements”, Expert Systems with Applications, vol. 32, no. 4, pp. 995-1003, 2007.
• A. Kubaş, “Tekirdağ ilinde sanayileşme ve çevre yönetimi”, Social Research Journal, vol. 6, no. 4, pp. 109-114, 2017.
• K.C. Seto, B. Güneralp, L.R. Hutyra, “Global forecasts of urban expansion to 2030 and direct impacts on biodiversity and carbon pools”, Proc. Natl. Acad. Sci. USA, vol. 109, pp. 16083-16088, 2012.
• M.L. McKinney, “Urbanization, Biodiversity, and Conservation: The impacts of urbanization on native species are poorly studied, but educating a highly urbanized human population about these impacts can greatly improve species conservation in all ecosystems”, Bioscience, vol. 52, pp. 883-890, 2002.
• C. Pugh, “Sustainability the environment and urbanisation”, Earthscan: New York, NY, USA, 1996.
• N. Özalp, S. Aykanat, Z. Erdem, U. Ayan, “Yazar tespiti için iyileştirilmiş Naive Bayesian algoritması”, 2013.
• A. Özçağlar, “Türkiye’de yapılan bölge ayrımları ve bölge planlama üzerindeki etkileri”, Coğrafi Bilimler Dergisi, vol. 1, no. 1, pp. 3-18, 2003.
• E. Özşahin, H. Sarı, İ. Eroğlu, “Naip Ovası ve yakın çevresindeki taş ocaklarında zamansal ve mekânsal değişimlerin çevresel etkileri (Tekirdağ)”, Yüzüncü Yıl Üniversitesi Tarım Bilimleri Dergisi, vol. 28, no. 3, pp. 331-344, 2018.
• P. Refaeilzadeh, L. Tang, H. Liu, “Encyclopedia of Database Systems”, Springer US, 2009.
• Ş.E. Şeker, “İstatistiksel Normalleştirme (Statistical Normalisation)”, 2012.
• United Nations, “Population division publications”, 2020.
• K.Y., Wu, X.Y. Ye, Z.F. Qi, H. Zhang, “Impacts of land use/land cover change and socioeconomic development on regional ecosystem services: The case of fast-growing Hangzhou metropolitan area, China”, Cities, vol. 31, pp. 276-284, 2013.
• B. Yazıcı, F. Yaslı, H.Y. Gürleyik, U.O. Turgut, M.S. Aktas, O. Kalıpsız, “Veri madenciliğinde özellik seçim tekniklerinin bankacılık verisine uygulanması üzerine araştırma ve karşılaştırmalı uygulama”. 9. Ulusal Yazılım Mühendisliği Sempozyumu (UYMS-15), Türkiye, 15-17 September, 2015.
• A. Yiğit, “Türkiye'nin doğu bölgelerinin yeniden belirlenmesi hakkında düşünceler”, Fırat Üniversitesi Sosyal Bilimler Dergisi, vol. 8, no. 1, pp. 357-376, 1996.