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Extending the knowledge base of foresight: The contribution of text mining

机译:扩展远见的知识库:文本挖掘的贡献

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摘要

While the volume of data from heterogeneous sources grows considerably, foresight and its methods rarely benefit from such available data. This work concentrates on textual data and considers its use in foresight to address new research questions and integrate other stakeholders. This textual data can be accessed and systematically examined through text mining which structures and aggregates data in a largely automated manner. By exploiting new data sources (e.g. Twitter, web mining), more actors and views are integrated, and more emphasis is laid on the analysis of social changes. The objective of this article is to explore the potential of text mining for foresight by considering different data sources, text mining approaches, and foresight methods. After clarifying the potential of combining text mining and foresight, examples are outlined for roadmapping and scenario development. As the results show, text mining facilitates the detection and examination of emerging topics and technologies by extending the knowledge base of foresight. Hence, new foresight applications can be designed. In particular, text mining provides a solid base for reflecting on possible futures. (C) 2016 Elsevier Inc. All rights reserved.
机译:尽管来自异类源的数据量大量增加,但远见及其方法很少会从此类可用数据中受益。这项工作集中于文本数据,并考虑将其用于预见性解决新的研究问题和整合其他利益相关者。可以通过文本挖掘来访问并系统地检查这些文本数据,该文本挖掘以高度自动化的方式构造和聚合数据。通过利用新的数据源(例如Twitter,Web挖掘),更多的参与者和观点得以整合,并且更加强调了对社会变化的分析。本文的目的是通过考虑不同的数据源,文本挖掘方法和预见方法,探索文本挖掘在预见方面的潜力。在阐明了将文本挖掘和远见相结合的潜力之后,概述了路线图和场景开发的示例。结果表明,文本挖掘通过扩展远见的知识库来促进对新兴主题和技术的检测和检查。因此,可以设计新的预见性应用程序。特别是,文本挖掘为反思可能的未来提供了坚实的基础。 (C)2016 Elsevier Inc.保留所有权利。

著录项

  • 来源
    《Technological forecasting and social change》 |2017年第3期|208-215|共8页
  • 作者

    Kayser Victoria; Blind Knut;

  • 作者单位

    Fraunhofer Inst Syst & Innovat Res, Breslauer Str 48, D-76131 Karlsruhe, Germany|Tech Univ Berlin, Chair Innovat Econ, Marchstr 23, D-10587 Berlin, Germany;

    Tech Univ Berlin, Chair Innovat Econ, Marchstr 23, D-10587 Berlin, Germany|Erasmus Univ, Chair Standardsat, Fraunhofer Inst Open Commun Syst, Burgemeester Oudlaan 50, NL-3062 PA Rotterdam, Netherlands|Erasmus Univ, Chair Standardsat, Rotterdam Sch Management, Burgemeester Oudlaan 50, NL-3062 PA Rotterdam, Netherlands;

  • 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

    Foresight; Text mining; Data analysis; Roadmapping; Scenario development; Big data;

    机译:前瞻性;文本挖掘;数据分析;路线图;场景开发;大数据;

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