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作者:

Xie, Qian-Qian (Xie, Qian-Qian.) | Li, Xin (Li, Xin.) | Huang, Lu-Cheng (Huang, Lu-Cheng.) (学者:黄鲁成)

收录:

EI Scopus

摘要:

Identifying the development trends of emerging technologies with disruptive potential as early as possible is crucial for enterprise research and development (RD) investment planning and government RD strategic planning. To avoid the weakness of using scientific papers or patents to study the development trends of emerging technologies, this paper proposes a research framework to identify the development trends of emerging technologies based on social awareness analysis. First, we apply the Hierarchical Dirichlet Processes (HDP) topic model to study the changing patterns of social publics' topics concerning emerging technologies. Second, we use an improved sentiment analysis method to analyze the changing pattern of social publics' expectations and emotions toward emerging technologies over time. Next, we identify the development trends of emerging technologies based on the social awareness analysis. Finally, the perovskite solar cells technology is given as a case study to analyze the effectiveness and feasibility of the research framework. © 2018 Portland International Conference on Management of Engineering and Technology, Inc. (PICMET).

关键词:

Perovskite Perovskite solar cells Investments Data mining Sentiment analysis Economics

作者机构:

  • [ 1 ] [Xie, Qian-Qian]School of Economics and Management, Beijing University of Technology, Beijing, China
  • [ 2 ] [Li, Xin]School of Economics and Management, Beijing University of Technology, Beijing, China
  • [ 3 ] [Huang, Lu-Cheng]School of Economics and Management, Beijing University of Technology, Beijing, China

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来源 :

年份: 2018

语种: 英文

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 3

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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