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作者:

He, Xijun (He, Xijun.) (学者:何喜军) | Zhang, Tingting (Zhang, Tingting.) | Wu, Yuying (Wu, Yuying.) | Jiang, Guorui (Jiang, Guorui.)

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摘要:

This paper proposes a technology demand recognition model based on semantic similarity and patent transaction in the view of technology supply and demand text matching. Firstly, we collect the network technology demand text and extract the key phrases. On this basis, we build the patent transaction index library, retrieve the high-related patents based on the key phrases, build background library of patent technology supply and cut the patent title and abstract those in the background library. Thirdly, we propose the method of semantic matching weight calculation of technical supply and demand text based on word vector, filter the effective technology demand and classification. Finally, we classify the clustering results in two dimensions based on the amount of demand and the corresponding amount of patent transaction. By selecting the new energy technology field as an example to test the model, it is found that there are 195 effective technology demands, they are aggregated into 12 categories based on semantic similar. Combined with the amount of demand and the corresponding amount of patent transaction, the 12 categories of technology demand are divided into four categories: 'high demand, high transaction', 'high demand, low transaction', 'low demand, low transaction', 'low demand, low transaction'. The research provides a new idea for mining network technology demand and matching the demand and supply. © 2019, Editorial Board of Journal of Systems Engineering Society of China. All right reserved.

关键词:

Abstracting Character recognition Clustering algorithms Economics Filtration Patents and inventions Semantics Text processing

作者机构:

  • [ 1 ] [He, Xijun]School of Economics and Management, Beijing University of Technology, Beijing; 100124, China
  • [ 2 ] [Zhang, Tingting]School of Economics and Management, Beijing University of Technology, Beijing; 100124, China
  • [ 3 ] [Wu, Yuying]School of Economics and Management, Beijing University of Technology, Beijing; 100124, China
  • [ 4 ] [Jiang, Guorui]School of Economics and Management, Beijing University of Technology, Beijing; 100124, China

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来源 :

System Engineering Theory and Practice

ISSN: 1000-6788

年份: 2019

期: 2

卷: 39

页码: 476-485

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 5

ESI高被引论文在榜: 0 展开所有

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近30日浏览量: 1

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