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DOI10.1016/j.enpol.2021.112383
Urban industrial transformation patterns under natural resource dependence: A rule mining technique
Mao W.; Wang W.; Sun H.; Yao P.; Wang X.; Luo D.
发表日期2021
ISSN03014215
卷号156
英文摘要Urban industrial transformation is crucial for resource-based cities to break through the lock-in effect of natural resources dependence and achieve economic, environmental and energy sustainability. This paper proposes a rough set-based rule mining technique of learning, validation and generalisation to identify what influential factors, under which synergetic combination methods and influencing levels lead to successful industrial structural transformation in resource-based cities. The extracted decision rules reveal the transformation patterns from the rationalisation and optimisation of industrial structure, as well as the potential path transmission mechanism that help prevent the negative effects of resource dependence. The results from China's 115 resource-based cities during 2004–2017 show resource curses that may hinder industrial structural transformation are not absolute existence but conditional appearance. Abundant resources in superior urban transformation cases promote the rationalisation and optimisation of industrial structure by driving material and human capital investment under a reasonable government policy intervention. However, resource dependence squeezes out the technological innovation and marketing competition for developing private enterprises, challenging transformations that improve resource allocation efficiency based on marketisation. The identified patterns inspire policy-makers to adjust urban industrial structure through developing urban resource advantages and bypassing insufficiencies in historical transformation. © 2021 Elsevier Ltd
关键词Industrial structureMarketisationPolicy interventionResource dependenceResource-based citiesRule mining
英文关键词Commerce; Competition; Data mining; Structural optimization; Sustainable development; Industrial structures; Industrial transformations; Marketization; Policy intervention; Resource dependences; Resource-based city; Rule mining; Rule mining techniques; Structural transformation; Transformation patterns; Investments; human capital; industrial structure; innovation; optimization; rationalization; resource allocation; sustainability; technological development; urban area; China
语种英语
来源期刊Energy Policy
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/205244
作者单位School of Economics and Management, Southeast University, Nanjing, 211189, China; College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing, 211106, China; School of Mathematics and Statistics, North China University of Water Resources and Electric Power, Zhengzhou, 450046, China
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GB/T 7714
Mao W.,Wang W.,Sun H.,et al. Urban industrial transformation patterns under natural resource dependence: A rule mining technique[J],2021,156.
APA Mao W.,Wang W.,Sun H.,Yao P.,Wang X.,&Luo D..(2021).Urban industrial transformation patterns under natural resource dependence: A rule mining technique.Energy Policy,156.
MLA Mao W.,et al."Urban industrial transformation patterns under natural resource dependence: A rule mining technique".Energy Policy 156(2021).
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