Analysis of Sector Based Energy Consumption Rates of OECD Countries with Louvain Clustering

Ahmet Bahadır Şimşek

Makale detayları

Analysis of Sector Based Energy Consumption Rates of OECD Countries with Louvain Clustering

Yazarlar:

Ahmet Bahadır Şimşek

Yayıncı:

Igdir University

Ana Başlıklar:

Uygulamalı Ekonomi (Diğer)

Dergi:

Iğdır Üniversitesi Sosyal Bilimler Dergisi Issue 37, pp.55-68

Belge Tipi:

Makale

Yayın Tarihi:

10/2024

Belge Dili:

İngilizce

Document ID (Org No.):

2001329427

pISSN:

2147-5717

Anahtar kelimeler:

Özet:

 This study examines the shares of sectors agriculture, services, industry, transportation and other sectors in total energy consumption in OECD countries for the period 2011-2020 using Louvain cluster analysis. Energy consumption is an important development indicator and provides important information about the development of countries. In particular, the analysis of the shares of energy consumption of main sectors such as agriculture, services, industry and transport sectors can provide important information about a countrys economic diversity, level of industrialization and economic focus. Cluster analysis can provide important insights by identifying countries with similar energy consumption patterns. Louvain cluster analysis was preferred in this study. Louvain clustering has the advantage of being fast and dealing with noise compared to K-means and Hierarchical clustering methods. The results of the study are evaluated from two perspectives. The first one is the inferences obtained from the descriptive statistics of the data set and the second one is the inferences obtained from the clustering analysis. The results of the cluster analysis emphasize the insights offered by the cluster changes in the temporal dimension and the formation of year-based clusters. In addition, the insights provided by the clustering results for Türkiye are evaluated.

 This study examines the shares of sectors agriculture, services, industry, transportation and other sectors in total energy consumption in OECD countries for the period 2011-2020 using Louvain cluster analysis. Energy consumption is an important development indicator and provides important information about the development of countries. In particular, the analysis of the shares of energy consumption of main sectors such as agriculture, services, industry and transport sectors can provide important information about a countrys economic diversity, level of industrialization and economic focus. Cluster analysis can provide important insights by identifying countries with similar energy consumption patterns. Louvain cluster analysis was preferred in this study. Louvain clustering has the advantage of being fast and dealing with noise compared to K-means and Hierarchical clustering methods. The results of the study are evaluated from two perspectives. The first one is the inferences obtained from the descriptive statistics of the data set and the second one is the inferences obtained from the clustering analysis. The results of the cluster analysis emphasize the insights offered by the cluster changes in the temporal dimension and the formation of year-based clusters. In addition, the insights provided by the clustering results for Türkiye are evaluated.

 This study examines the shares of sectors agriculture, services, industry, transportation and other sectors in total energy consumption in OECD countries for the period 2011-2020 using Louvain cluster analysis. Energy consumption is an important development indicator and provides important information about the development of countries. In particular, the analysis of the shares of energy consumption of main sectors such as agriculture, services, industry and transport sectors can provide important information about a countrys economic diversity, level of industrialization and economic focus. Cluster analysis can provide important insights by identifying countries with similar energy consumption patterns. Louvain cluster analysis was preferred in this study. Louvain clustering has the advantage of being fast and dealing with noise compared to K-means and Hierarchical clustering methods. The results of the study are evaluated from two perspectives. The first one is the inferences obtained from the descriptive statistics of the data set and the second one is the inferences obtained from the clustering analysis. The results of the cluster analysis emphasize the insights offered by the cluster changes in the temporal dimension and the formation of year-based clusters. In addition, the insights provided by the clustering results for Türkiye are evaluated.

 Bu çalışma, OECD ülkelerindeki sektörlerin tarım, hizmetler, endüstri, taşımacılık ve diğer sektörler toplam enerji tüketimindeki paylarını 2011-2020 döneminde Louvain kümeleme analizi ile incelemektedir. Enerji tüketimi önemli bir kalkınma göstergesidir ve ülkelerin gelişimi hakkında önemli bilgiler sunar. Özellikle tarım, hizmetler, endüstri ve ulaştırma sektörleri gibi ana sektörlerin enerji tüketimindeki paylarının analizi, bir ülkenin ekonomik çeşitliliği, sanayileşme düzeyi ve ekonomik odakları hakkında önemli bilgiler sunabilir. Kümeleme analizi ile benzer enerji tüketim desenlerine sahip ülkeleri belirleyerek önemli çıkarımlar elde edilebilir. Çalışmada Louvain kümeleme analizi tercih edilmiştir. Louvain K-ortalama ve Hiyerarşik kümeleme yöntemlerine göre hızlı ve gürültü ile başaçıkabilme avantajına sahiptir. Çalışmanın sonuçları iki perspektiften değerlendirilmektedir. İlki veri setinin tanımlayıcı istatistiklerinden elde edilen çıkarımlar, ikincisi kümeleme analizinden elde edilen çıkarımlardır. Kümeleme analizi sonuçları zamansal boyuttaki küme değişimleri ve yıl bazlı kümelerin oluşumuna göre sunduğu içgörüler vuruglanmıştır. Ayrıca Türkiye özelinde kümeleme sonuçlarının sağladığı içgörüler değerlendirilmiştir.

Makale detayları

Analysis of Sector Based Energy Consumption Rates of OECD Countries with Louvain Clustering

Yazarlar:

Ahmet Bahadır Şimşek

Yayıncı:

Igdir University

Ana Başlıklar:

Uygulamalı Ekonomi (Diğer)

Dergi:

Iğdır Üniversitesi Sosyal Bilimler Dergisi Issue 37, pp.55-68

Belge Tipi:

Makale

Yayın Tarihi:

10/2024

Belge Dili:

İngilizce

Document ID (Org No.):

2001329427

pISSN:

2147-5717

Energy Consumption

Sectoral Analysis

Louvain Cluster Analysis

OECD Countries

TürkiyeEnerji Tüketimi

Sektörel Analiz

Louvain Kümeleme Analizi

OECD Ülkeleri

Türkiye

Sayı

Makale detayları

Yazarlar: Ahmet Bahadır Şimşek

Yayıncı: Igdir University

Ana Başlıklar: Uygulamalı Ekonomi (Diğer)

Dergi: Iğdır Üniversitesi Sosyal Bilimler Dergisi Issue 37, pp.55-68

Belge Tipi: Makale

Yayın Tarihi: 10/2024

Belge Dili: İngilizce

Document ID (Org No.): 2001329427

pISSN: 2147-5717

Sayı

Yazarlar:

Ahmet Bahadır Şimşek

Yayıncı:

Igdir University

Ana Başlıklar:

Uygulamalı Ekonomi (Diğer)

Dergi:

Iğdır Üniversitesi Sosyal Bilimler Dergisi Issue 37, pp.55-68

Belge Tipi:

Makale

Yayın Tarihi:

10/2024

Belge Dili:

İngilizce

Document ID (Org No.):

2001329427

pISSN:

2147-5717