基于主成分与聚类分析的中国制造企业绿色创新能力评价实证研究

Xu Jian-zhong, Wang Man-man
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引用次数: 1

摘要

本文选取了12个与中国制造业企业绿色创新能力相关的指标,运用主成分分析法对2014年中国制造业25个行业的绿色创新能力进行了评价和排序。然后利用聚类分析将产业和企业的绿色创新能力根据相似性分为三类。最后,对主成分分析和聚类分析的结果进行了比较分析。研究表明:交通运输设备制造业和电气机械装备制造业属于绿色创新能力较高的第一类行业;化纤制造业、通用装备制造业、黑色金属冶炼及压延加工业、装备制造业、有色金属冶炼及压延加工业和农业食品加工业属于绿色创新能力中等的第二类行业;其余行业属于绿色创新能力较低的行业作为第三类。
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Empirical Research on Green Innovation Capability Evaluation of China's Manufacturing Enterprises Based on Principal Component and Cluster Analysis
In this paper, twelve indicators related to green innovation capability of China's manufacturing enterprises are selected and green innovation capability of twenty-five industries in China's manufacturing industry in 2014 is evaluated and sorted by principal component analysis method. Then the green innovation ability of the industry and enterprise is divided into three categories according to the similarity by using cluster analysis. Finally, the results of principal component analysis and cluster analysis are compared and analyzed. The research shows: The transportation equipment manufacturing industry and electrical machinery and equipment manufacturing industry belong to the high green innovation ccapability of the industry as the first category; chemical fiber manufacturing, general equipment manufacturing industry, ferrous metal smelting and rolling processing industry, equipment manufacturing, non-ferrous metal smelting and rolling processing industry and the agricultural food processing industry belong to middle green innovation capability of the industry as the second categories; the rest of the industry belong to the low green innovation capability of the industry as the third categories.
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