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Sharing experiments using open-source software

机译:使用开源软件共享实验

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摘要

When researchers want to repeat, improve or refute prior conclusions, it is useful to have a complete and operational description of prior experiments. If those descriptions are overly long or complex, then sharing their details may not be informative. 0URMINE is a scripting environment for the development and deployment of data mining experiments. Using OURMINE, data mining novices can specify and execute intricate experiments, while researchers can publish their complete experimental rig alongside their conclusions. This is achievable because of OURMINE's succinctness. For example, this paper presents two experiments documented in the OURMINE syntax. Thus, the brevity and simplicity of OURMINE recommends it as a better tool for documenting, executing, and sharing data mining experiments.
机译:当研究人员想要重复,改进或反驳先前的结论时,对先前的实验进行完整的操作描述会很有用。如果这些描述过长或过于复杂,则共享其详细信息可能不会提供信息。 0URMINE是用于开发和部署数据挖掘实验的脚本环境。使用OURMINE,数据挖掘新手可以指定和执行复杂的实验,而研究人员可以在得出结论的同时发布其完整的实验平台。由于OURMINE的简洁性,这是可以实现的。例如,本文介绍了以OURMINE语法记录的两个实验。因此,OURMINE的简洁性和简便性推荐它作为记录,执行和共享数据挖掘实验的更好工具。

著录项

  • 来源
    《Software》 |2011年第3期|p.283-305|共23页
  • 作者单位

    Lane Department of Computer Science and Electrical Engineering, West Virginia University, Morgantown, WV, U.S.A.;

    Lane Department of Computer Science and Electrical Engineering, West Virginia University, Morgantown, WV, U.S.A.;

    Lane Department of Computer Science and Electrical Engineering, West Virginia University, Morgantown, WV, U.S.A.;

  • 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

    open source; data mining;

    机译:开源;数据挖掘;
  • 入库时间 2022-08-17 13:03:50

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