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Cerberus: A New Information Retrieval Tool for Marine Metagenomics

机译:Cerberus:海洋元基因组学的新信息检索工具

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摘要

The number of papers published every year in scientific journals is growing tremendously, especially in biological sciences. Keeping the track of a given branch of science is therefore a difficult task. This was one of the reasons for developing the classification tool we called Cerberus. The classification categories may correspond to some areas of research defined by the user. We have used the tool to classify papers as containing marine metagenomic, terrestrial metagenomic or non-metagenomic information. Cerberus is based on special filters using weighted domain vocabularies. Depending on the number of occurrences of the keywords from the vocabularies in the paper, the program classifies the paper to a predefined category. This classification can precede the information extraction since it can reduce the number of papers to be analyzed. Classification of papers using the method we propose results in an accurate and precise result set of articles that are relevant to the scientist. This can reduce the resources needed to find the data required in ones field of studies.
机译:每年在科学期刊上发表的论文数量正在急剧增长,特别是在生物科学领域。因此,跟踪科学的给定分支是一项艰巨的任务。这是开发我们称为Cerberus的分类工具的原因之一。分类类别可以对应于用户定义的某些研究领域。我们已使用该工具将论文分类为包含海洋宏基因组,陆地宏基因组或非宏基因组的信息。 Cerberus基于使用加权域词汇的特殊过滤器。根据论文中词汇表中关键词出现的次数,该程序将论文分类为预定义的类别。这种分类可以在信息提取之前进行,因为它可以减少要分析的论文数量。使用我们提出的方法对论文进行分类,可以得出与科学家相关的准确而精确的论文结果集。这样可以减少在一个研究领域中查找所需数据所需的资源。

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  • 来源
    《Foundations of computing and decision sciences》 |2010年第2期|p.107-126|共20页
  • 作者单位

    Institute of Computing Science, Poznan University of Technology, Poznan,Poland;

    rnMax Planck Institute for Marine Microbiology & Jacobs University Bremen,Bremen, Germany;

    rnInstitute of Computing Science, Poznan University of Technology, Poznan,Poland;

    rnInstitute of Computing Science, Poznan University of Technology, Poznan,Poland Institute of Bioorganic Chemistry, Polish Academy of Science, Poznan, Poland;

    rnInstitute of Computing Science, Poznan University of Technology, Poznan,Poland Institute of Bioorganic Chemistry, Polish Academy of Science, Poznan, Poland;

    Institute of Bioorganic Chemistry, Polish Academy of Science, Poznan, Poland;

    rnInstitute of Computing Science, Poznan University of Technology, Poznan,Poland Institute of Bioorganic Chemistry, Polish Academy of Science, Poznan, Poland;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    metagenomics; information retrieval; information extraction;

    机译:元基因组学信息检索;信息提取;

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