Exploring the Differences of Sustainable Urban Development Levels from the Perspective of Multivariate Functional Data Analysis: A Case Study of 33 Cities in China
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- Philip T. Reiss & Jeff Goldsmith & Han Lin Shang & R. Todd Ogden, 2017. "Methods for Scalar-on-Function Regression," International Statistical Review, International Statistical Institute, vol. 85(2), pages 228-249, August.
- Van Thac Dang & Jianming Wang & Wilson Van-Thac Dang, 2019. "An Integrated Fuzzy AHP and Fuzzy TOPSIS Approach to Assess Sustainable Urban Development in an Emerging Economy," IJERPH, MDPI, vol. 16(16), pages 1-20, August.
- Denis Michalina & Peter Mederly & Hans Diefenbacher & Benjamin Held, 2021. "Sustainable Urban Development: A Review of Urban Sustainability Indicator Frameworks," Sustainability, MDPI, vol. 13(16), pages 1-20, August.
- Zhao, Jingjing & Chai, Lihe, 2015. "A novel approach for urbanization level evaluation based on information entropy principle: A case of Beijing," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 430(C), pages 114-125.
- Juan Tang & Hong-lin Zhu & Zhi Liu & Fu Jia & Xiao-xue Zheng, 2019. "Urban Sustainability Evaluation under the Modified TOPSIS Based on Grey Relational Analysis," IJERPH, MDPI, vol. 16(2), pages 1-21, January.
- Yigitcanlar, Tan & Han, Hoon & Kamruzzaman, Md. & Ioppolo, Giuseppe & Sabatini-Marques, Jamile, 2019. "The making of smart cities: Are Songdo, Masdar, Amsterdam, San Francisco and Brisbane the best we could build?," Land Use Policy, Elsevier, vol. 88(C).
- Rogge, Nicky, 2012. "Undesirable specialization in the construction of composite policy indicators: The Environmental Performance Index," Working Papers 2012/08, Hogeschool-Universiteit Brussel, Faculteit Economie en Management.
- Yigitcanlar, Tan & Kamruzzaman, Md., 2018. "Does smart city policy lead to sustainability of cities?," Land Use Policy, Elsevier, vol. 73(C), pages 49-58.
- Lin Ding & Zhenfeng Shao & Hanchao Zhang & Cong Xu & Dewen Wu, 2016. "A Comprehensive Evaluation of Urban Sustainable Development in China Based on the TOPSIS-Entropy Method," Sustainability, MDPI, vol. 8(8), pages 1-23, August.
- Haiyan Zhang & Michinori Uwasu & Keishiro Hara & Helmut Yabar, 2011. "Sustainable Urban Development and Land Use Change—A Case Study of the Yangtze River Delta in China," Sustainability, MDPI, vol. 3(7), pages 1-16, July.
- Lina Zhong & Xiaonan Li & Rob Law & Sunny Sun, 2020. "Developing Sustainable Urbanization Index: Case of China," Sustainability, MDPI, vol. 12(11), pages 1-23, June.
- Walter Musakwa & Adriaan Niekerk, 2015. "Monitoring sustainable urban development using built-up area indicators: a case study of Stellenbosch, South Africa," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 17(3), pages 547-566, June.
- Yigang Wei & Cui Huang & Patrick T. I. Lam & Yong Sha & Yong Feng, 2015. "Using Urban-Carrying Capacity as a Benchmark for Sustainable Urban Development: An Empirical Study of Beijing," Sustainability, MDPI, vol. 7(3), pages 1-25, March.
- Yang Li & Xiaotong Zhang & Xiuxiu Gao, 2022. "An Evaluation of the Coupling Coordination Degree of an Urban Economy–Society–Environment System Based on a Multi-Scenario Analysis: The Case of Chengde City in China," Sustainability, MDPI, vol. 14(11), pages 1-16, June.
- J. Ramsay, 1982. "When the data are functions," Psychometrika, Springer;The Psychometric Society, vol. 47(4), pages 379-396, December.
- Ian Bateman & Georgina Mace & Carlo Fezzi & Giles Atkinson & Kerry Turner, 2011. "Economic Analysis for Ecosystem Service Assessments," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 48(2), pages 177-218, February.
- Yaqiong Wang & Guanghui Yuan & Ying Yan & Xueliang Zhang, 2020. "Evaluation of Sustainable Urban Development under Environmental Constraints: A Case Study of Jiangsu Province, China," Sustainability, MDPI, vol. 12(3), pages 1-17, February.
- Siche, J.R. & Agostinho, F. & Ortega, E. & Romeiro, A., 2008. "Sustainability of nations by indices: Comparative study between environmental sustainability index, ecological footprint and the emergy performance indices," Ecological Economics, Elsevier, vol. 66(4), pages 628-637, July.
- Jacques, Julien & Preda, Cristian, 2014. "Model-based clustering for multivariate functional data," Computational Statistics & Data Analysis, Elsevier, vol. 71(C), pages 92-106.
- Catalina Turcu, 2013. "Re-thinking sustainability indicators: local perspectives of urban sustainability," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 56(5), pages 695-719, June.
- Yongheng Yang & Angang Hu, 2008. "Investigating Regional Disparities of China’s Human Development with Cluster Analysis: A Historical Perspective," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 86(3), pages 417-432, May.
- Clara Happ & Sonja Greven, 2018. "Multivariate Functional Principal Component Analysis for Data Observed on Different (Dimensional) Domains," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 113(522), pages 649-659, April.
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Keywords
sustainable urban development; sustainable development evaluation index system; multivariate functional data; entropy weight method; hierarchical clustering;All these keywords.
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