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Evolution of the Internet's Support for Chinese Enterprises' Innovation Based on Big Data

机译:基于大数据的中国企业创新的互联网支持的演变

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摘要

In order to study the development trend of the Internet's role in supporting enterprise innovation, a new method based on deep learning algorithm and knowledge graph technology is proposed. Experiments show that the accuracy, F1 value, recall rate and precision of the algorithm are distinctly improved compared with the existing algorithms. A new algorithm is applied to analyze the innovation evolution of Chinese enterprises, using papers, patents and other documents between 1905 and 2020 as data sources. Based on the experimental results, the development stages can be divided into five stages. The research focus is on product R&D innovation, manufacturing innovation, marketing innovation, resource allocation innovation and organizational innovation. It can be seen that the development process of the Internet supporting enterprise innovation system is an evolutionary development process from point to line, to surface, to the body, and to the ecosystem.
机译:为了研究互联网在支持企业创新方面的作用的发展趋势,提出了一种基于深度学习算法和知识图技术的新方法。 实验表明,与现有算法相比,算法的准确度,F1值,召回速率和精度明显地改善。 应用了一种新的算法来分析中国企业的创新演变,在1905年至2020年之间使用论文,专利和其他文件作为数据来源。 基于实验结果,开发阶段可分为五个阶段。 研究重点是产品研发创新,制造创新,营销创新,资源配置创新和组织创新。 可以看出,互联网支持企业创新系统的发展过程是从点到线,到身体的进化发展过程,以及生态系统。

著录项

  • 来源
  • 作者单位

    Univ Sci & Technol China Dept Hist Sci & Sci Archaeol 96 Jinzhai Rd Hefei 230026 Peoples R China|Henan Vocat Coll Light Ind 2 Yuantian Rd Zhengzhou 450002 Peoples R China;

    Staff Dev Inst CNTC 7 Xinyuan Rd Zhengzhou 450008 Peoples R China;

    Univ Sci & Technol China Dept Precis Machinery & Instrumentat 96 Jinzhai Rd Hefei 230026 Peoples R China;

    Zhengzhou Univ Sch Informat Engn 100 Sci Ave Zhengzhou 450001 Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Internet; big data; corporate innovation;

    机译:互联网;大数据;企业创新;

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