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当历史很重要时——评估科学工作流程重用的可靠性

When History Matters - Assessing Reliability for the Reuse of Scientific Workflows
课程网址: http://videolectures.net/iswc2013_gomez_perez_scientific_workflow...  
主讲教师: JoséManuel Gómez-Pérez
开课单位: iSOCO
开课时间: 2013-11-28
课程语种: 英语
中文简介:
科学工作流程在计算研究中发挥着重要作用,是交流用于产生研究结果的方法的重要工件。我们正在见证越来越多的努力,将工作流程视为共享和交换科学知识的一流工件,无论是作为学术文章的一部分,还是作为独立对象。然而,工作流天生就不可靠,这可能会严重损害其作为知识交换工具的可重用性和可信度。科学工作流程通常会受到衰退的影响,从而破坏其在使用寿命内的可靠性。通过倡导科学家保留最少量的信息,可以显著提高工作流程的可靠性,这些信息对于帮助解释这些工作流程至关重要,从而提高其再现性和可重用性的潜力。在这篇论文中,我们展示了通过测量和监测科学工作流程的完整性和稳定性,我们如何能够为科学家提供其可靠性的衡量标准,支持可信赖的科学知识的重用。
课程简介: Scientific workflows play an important role in computational research as essential artifacts for communicating the methods used to produce research findings. We are witnessing a growing number of efforts that treat workflows as first-class artifacts for sharing and exchanging scientific knowledge, either as part of scholarly articles or as stand-alone objects. However, workflows are not born to be reliable, which can seriously damage their reusability and trustworthiness as knowledge exchange instruments. Scientific workflows are commonly subject to decay, which consequently undermines their reliability over their lifetime. The reliability of workflows can be notably improved by advocating scientists to preserve a minimal set of information that is essential to assist the interpretations of these workflows and hence improve their potential for reproducibility and reusability. In this paper we show how, by measuring and monitoring the completeness and stability of scientific workflows over time we are able to provide scientists with a measure of their reliability, supporting the reuse of trustworthy scientific knowledge.
关 键 词: 科学工作; 学术文章; 科学知识
课程来源: 视频讲座网
数据采集: 2023-04-20:chenjy
最后编审: 2023-05-13:chenjy
阅读次数: 18