Graphical Interface that Supports Users' Trial-and-Error Process of Text Mining

Graphical Interface that Supports Users' Trial-and-Error Process of Text Mining
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支持用户试错文本挖掘过程的图形界面

DOI:
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发表时间:
2013
期刊:
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影响因子:
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通讯作者:
Mitsunori Matsushita
Mitsunori Matsushita
中科院分区:
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文献类型:
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作者:
Naoya Otsuka;Mitsunori Matsushita

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本文提出了一个接口,支持用户的活动,挖掘有用的信息,从大量的文本。从文本中发现有用的知识需要一个试错过程;因此,用户的信息请求随着该过程的执行而变得更加清晰。我们提出的接口试图加快这一进程。当用户执行文本挖掘任务时,他或她有必要使用不同的文本分析工具的组合来分析文本。为了将不同的文本挖掘工具联合收割机结合起来,最近提出了文本数据挖掘总体环境(TETDM)。然而,目前,TETDM的界面不足以执行这样的任务;它不提供平滑地联合收割机/切换文本分析工具的手段。在这项研究中,我们重新设计了TETDM的界面,使它能够顺利切换/结合文本分析工具。拟议的接口包括一个图形,其中节点表示工具,链接表示工具之间的处理流程。该界面有助于(1)通过直接操作节点来组合/切换文本分析工具,以及(2)了解每个工具的当前状态。
This paper proposes an interface for supporting a user’s activity of mining useful information from a large amount of text. Finding useful knowledge from texts requires a trial-and-error process; thus, a user’s information request becomes clearer with the execution of the process. Our proposed interface attempts to expedite this process. When a user performs a text mining task, it is necessary for him or her to use combinations of different text analysis tools to analyze the text. In order to combine different text mining tools, the Total Environment for Text Data Mining (TETDM) was recently proposed. However, currently, the interface of TETDM is not sufficiently good to perform such a task; it does not provide a means to combine/switch text analysis tools smoothly. In this study, we redesigned the interface of TETDM such that it enables smooth switching/combining of text analysis tools. The proposed interface includes a graph in which nodes denote the tools and links denote the processing flow between them. The interface facilitates (1) combining/switching text analysis tools by directly manipulating nodes, and (2) understanding the current state of each tool.