Decoding China's new-type industrialization: Insights from an XGBoost-SHAP analysis

被引:0
|
作者
Lai, Yawen [1 ,2 ]
Wan, Guochao [1 ]
Qin, Xiaoxia [1 ]
机构
[1] School of Management, Chengdu University of Information Technology, Chengdu,610103, China
[2] School of Statistics, Chengdu University of Information Technology, Chengdu,610103, China
关键词
Integrating machine learning and explainable artificial intelligence offers superior interpretability for indicator selection compared with traditional evaluation models. This study utilizes the XGBoost-SHAP model to assess the influencing factors; development trends; and spatiotemporal evolution of China's new-type industrialization. The results demonstrate that digitalization emerges as the most critical factor; contributing 41.23% to the weight of indicators; followed by innovation drive at 34.31%; greenization at 16.38%; and aspects of servitization and fusion. China's new industrialization level shows a positive trend; with an accelerated growth rate post-2020; despite significant regional disparities in industrial indices. A spatiotemporal evolution identified a three-tier regional distribution: the eastern coastal; central plain; and western plateau regions. Notably; the improvement in new-type industrialization has expanded from coastal to inland regions; with significant progress observed in the southwestern region; represented by Sichuan Province. Additionally; the analysis revealed that China's level of new industrialization is converging toward the Hu Huanyong Line; suggesting that it may be influenced by population distribution density and natural environmental factors. The research results provide a scientific basis and decision-making guidance for evaluating the dynamics of China's new industrialization. © 2024 The Authors;
D O I
10.1016/j.jclepro.2024.143927
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [1] Factors Affecting Single and Multivehicle Motorcycle Crashes: Insights from Day and Night Analysis Using XGBoost-SHAP Algorithm
    Wisutwattanasak, Panuwat
    Se, Chamroeun
    Champahom, Thanapong
    Kasemsri, Rattanaporn
    Jomnonkwao, Sajjakaj
    Ratanavaraha, Vatanavongs
    [J]. Big Data and Cognitive Computing, 2024, 8 (10)
  • [2] The Econometric Analysis of New-Type Industrialization and New-Type Urbanization in Chongqing
    Chen, Xiaoyu
    Liang, Jun
    Zhang, Xiaofeng
    [J]. PROCEEDINGS OF THE 2012 INTERNATIONAL CONFERENCE ON MANAGEMENT INNOVATION AND PUBLIC POLICY (ICMIPP 2012), VOLS 1-6, 2012, : 1839 - 1843
  • [3] Inspirations of Japan's economic experience to the new-type industrialization of China
    Zhang, Yong
    [J]. PROCEEDINGS OF CHINA-CANADA WORKSHOP ON FINANCIAL ENGINEERING AND ENTERPRISE RISK MANAGEMENT 2010, 2010, : 37 - 41
  • [4] Research on the Index System of New-type Industrialization of China
    Lu Huali
    [J]. CALL OF PAPER PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE AND ENGINEERING, 2008, : 963 - 968
  • [5] Model multifactor analysis of soil heavy metal pollution on plant germination in Southeast Chengdu, China: Based on redundancy analysis, factor detector, and XGBoost-SHAP
    Peng, Yizhou
    Yu, Grigorieva Iya
    [J]. Science of the Total Environment, 2024, 954
  • [6] The Study on the Problems and Solutions of Training Engineering Talent in the Process of New-type Industrialization in China
    Li, Weifang
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON EDUCATION, MANAGEMENT, INFORMATION AND MEDICINE (EMIM 2015), 2015, 8 : 648 - 652
  • [7] Metropolitanization Choice for China's New-type Urbanization
    Mao, G. X.
    Zhang, J. Z.
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON SOCIAL SCIENCE, EDUCATION MANAGEMENT AND SPORTS EDUCATION, 2015, 39 : 2054 - 2058
  • [8] New-type industrialization and the development trend of the electric power industry and power generation technologies of China
    Wei, SR
    [J]. Proceedings of the World Engineers' Convention 2004, Vol F-B, Power and Energy, 2004, : 178 - 183
  • [9] China's 'New-Type' Private Think Tanks: Is 'New' Better?
    Wuthnow, Joel
    Chen, Dingding
    [J]. JOURNAL OF CHINESE POLITICAL SCIENCE, 2021, 26 (02) : 373 - 391
  • [10] China’s ‘New-Type’ Private Think Tanks: Is ‘New’ Better?
    Joel Wuthnow
    Dingding Chen
    [J]. Journal of Chinese Political Science, 2021, 26 : 373 - 391