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Research on the Construction of Digital Economy Index System Based on K-means-SA Algorithm

Author

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  • Jinqi Su
  • Changhong Dong
  • Ke Su
  • Lin He

Abstract

The digital economy is developing rapidly worldwide, which is of great strategic significance in leading and driving the process of high-quality and high-efficiency development of the economy. It has gradually become a new engine to promote China’s economic growth. Therefore, it is vital to establish a digital economy indicator system. In this context, according to the connotation of digital economy, comprehensively consider the four dimensions of digital foundation, digital application, digital innovation and digital benefit, and build a full-scale digital economy indicator system. However, some previous literature proposed operating the K-means clustering algorithm in optimizing the index system. The algorithm, susceptible to the initial selection of cluster center, generates completely different clustering results with other random seed points and is thus unsuitable for optimizing the index system. Based on this, the advantages of GRA, SA, and K-means algorithms are combined to propose a K-means-SA algorithm that can obtain the global optimal solution. Then, by combining the K-means SA algorithm and the rough set algorithm, the constructed index system is further optimized. Ultimately, it establishes a set of all-round, multi-system and multi-dimensional digital economy index systems, which is of great reference significance for formulating relevant policies, provides scientific index support for the subsequent extension of digital economy theory, and promotes the benign growth of the worldwide economy.

Suggested Citation

  • Jinqi Su & Changhong Dong & Ke Su & Lin He, 2023. "Research on the Construction of Digital Economy Index System Based on K-means-SA Algorithm," SAGE Open, , vol. 13(4), pages 21582440231, December.
  • Handle: RePEc:sae:sagope:v:13:y:2023:i:4:p:21582440231216359
    DOI: 10.1177/21582440231216359
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    References listed on IDEAS

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    1. Xin, Yongrong & Song, Hang & Shen, Zhiyang & Wang, Jiangquan, 2023. "Measurement of the integration level between the digital economy and industry and its impact on energy consumption," Energy Economics, Elsevier, vol. 126(C).
    2. Senhua Huang & Feng Han & Lingming Chen, 2023. "Can the Digital Economy Promote the Upgrading of Urban Environmental Quality?," IJERPH, MDPI, vol. 20(3), pages 1-21, January.
    3. Xia, Yan & Lv, Gongming & Wang, Huijuan & Ding, Lin, 2023. "Evolution of digital economy research: A bibliometric analysis," International Review of Economics & Finance, Elsevier, vol. 88(C), pages 1151-1172.
    4. Stephen Taiwo Onifade & Savaş Çevik & Savaş Erdoğan & Simplice Asongu & Festus Victor Bekun, 2020. "An empirical retrospect of the impacts of government expenditures on economic growth: new evidence from the Nigerian economy," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 9(1), pages 1-13, December.
    5. Min Li & Dachuan Xu & Dongmei Zhang & Juan Zou, 2020. "The seeding algorithms for spherical k-means clustering," Journal of Global Optimization, Springer, vol. 76(4), pages 695-708, April.
    6. Wei Zhang & Siqi Zhao & Xiaoyu Wan & Yuan Yao, 2021. "Study on the effect of digital economy on high-quality economic development in China," PLOS ONE, Public Library of Science, vol. 16(9), pages 1-27, September.
    7. Zhong Wang & Peibei Shi & Shaohui Wang, 2021. "Research and Analysis on the Index System of Digital Economy in Anhui Province," Complexity, Hindawi, vol. 2021, pages 1-8, April.
    8. Wang, Bo & Wang, Jianda & Dong, Kangyin & Dong, Xiucheng, 2023. "Is the digital economy conducive to the development of renewable energy in Asia?," Energy Policy, Elsevier, vol. 173(C).
    9. Xiaojuan Jiang, 2020. "Digital economy in the post-pandemic era," Journal of Chinese Economic and Business Studies, Taylor & Francis Journals, vol. 18(4), pages 333-339, October.
    10. Kangyu Ren & Yuan Wang & Lulu Liu, 2023. "Impact of Traditional and Digital Financial Inclusion on Enterprise Innovation: Evidence from China," SAGE Open, , vol. 13(1), pages 21582440221, January.
    11. Chen, Yongyu & Peng, Zihao & Peng, Caodie & Xu, Wanli, 2023. "Impact of new government–business relations on urban digital economy: Empirical evidence from China," Finance Research Letters, Elsevier, vol. 58(PA).
    12. Süreyya Özöğür Akyüz & Birsen Eygi Erdogan & Özlem Yıldız & Pınar Karadayı Ataş, 2023. "A Novel Hybrid House Price Prediction Model," Computational Economics, Springer;Society for Computational Economics, vol. 62(3), pages 1215-1232, October.
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