Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability
Yıl: 2021 Cilt: 2021 Sayı: 37 Sayfa Aralığı: 58 - 67 Metin Dili: İngilizce DOI: 10.53570/jnt.103424 İndeks Tarihi: 07-07-2022
Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability
Öz: Cities have proliferated and experienced increasing environmental issues in the modern
world. The concept of environmental sustainability is one of the main problems to solve. Therefore, it
is fundamental to establish statistical methods to measure environmental sustainability. The first aim
of this study is to measure the environmental sustainability performance of 42 cities in Turkey by Data
Envelopment Analysis. The second aim is to solve the imbalance in the efficiency values obtained
using Synthetic Minority Oversampling Technique methods. After all, we expose the multiple
relationships between input and output variables and efficiency using the Decision trees classifiers
approach. As a result of the analyses, three internal factors were found to influence the environmental
efficiency levels: residential sales, population intensity, and the number of completed industrial sites.
It has been determined that the number of completed industrial sites and the increase in residential sales
distorted environmental efficiency.
Anahtar Kelime: Belge Türü: Makale Makale Türü: Araştırma Makalesi Erişim Türü: Erişime Açık
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| APA | TURAN D, DÜNDER E, Cengiz M (2021). Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability. , 58 - 67. 10.53570/jnt.103424 |
| Chicago | TURAN Dr. Selin Ceren,DÜNDER Emre,Cengiz Mehmet Ali Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability. (2021): 58 - 67. 10.53570/jnt.103424 |
| MLA | TURAN Dr. Selin Ceren,DÜNDER Emre,Cengiz Mehmet Ali Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability. , 2021, ss.58 - 67. 10.53570/jnt.103424 |
| AMA | TURAN D,DÜNDER E,Cengiz M Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability. . 2021; 58 - 67. 10.53570/jnt.103424 |
| Vancouver | TURAN D,DÜNDER E,Cengiz M Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability. . 2021; 58 - 67. 10.53570/jnt.103424 |
| IEEE | TURAN D,DÜNDER E,Cengiz M "Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability." , ss.58 - 67, 2021. 10.53570/jnt.103424 |
| ISNAD | TURAN, Dr. Selin Ceren vd. "Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability". (2021), 58-67. https://doi.org/10.53570/jnt.103424 |
| APA | TURAN D, DÜNDER E, Cengiz M (2021). Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability. Journal of New Theory, 2021(37), 58 - 67. 10.53570/jnt.103424 |
| Chicago | TURAN Dr. Selin Ceren,DÜNDER Emre,Cengiz Mehmet Ali Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability. Journal of New Theory 2021, no.37 (2021): 58 - 67. 10.53570/jnt.103424 |
| MLA | TURAN Dr. Selin Ceren,DÜNDER Emre,Cengiz Mehmet Ali Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability. Journal of New Theory, vol.2021, no.37, 2021, ss.58 - 67. 10.53570/jnt.103424 |
| AMA | TURAN D,DÜNDER E,Cengiz M Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability. Journal of New Theory. 2021; 2021(37): 58 - 67. 10.53570/jnt.103424 |
| Vancouver | TURAN D,DÜNDER E,Cengiz M Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability. Journal of New Theory. 2021; 2021(37): 58 - 67. 10.53570/jnt.103424 |
| IEEE | TURAN D,DÜNDER E,Cengiz M "Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability." Journal of New Theory, 2021, ss.58 - 67, 2021. 10.53570/jnt.103424 |
| ISNAD | TURAN, Dr. Selin Ceren vd. "Efficiency Analysis and Estimation of Factors Affecting the Efficiency with Decision Trees in Imbalanced Data: A Case of Turkey’s Environmental Sustainability". Journal of New Theory 2021/37 (2021), 58-67. https://doi.org/10.53570/jnt.103424 |
