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A parallel grid-based implementation for real-time processing of event log data of collaborative applications

机译:一种基于网格的并行实现,用于实时处理协作应用程序的事件日志数据

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摘要

Collaborative applications usually register user interaction in the form of semi-structured plain text event log data. Extracting and structuring of data is a prerequisite for later key processes such as the analysis of interactions, assessment of group activity, or the provision of awareness and feedback. Yet, in real situations of online collaborative activity, the processing of log data is usually done offline since structuring event log data is, in general, a computationally costly process and the amount of log data tends to be very large. Techniques to speed and scale up the structuring and processing of log data with minimal impact on the performance of the collaborative application are thus desirable to be able to process log data in real time. In this paper, we present a parallel grid-based implementation for processing in real time the event log data generated in collaborative applications. Our results show the feasibility of using grid middleware to speed and scale up the processrnof structuring and processing semi-structured event log data. The Grid prototype follows the Master-Worker (MW) paradigm. It is implemented using the Globus Toolkit (GT) and is tested on the Planetlab platform.
机译:协作应用程序通常以半结构化纯文本事件日志数据的形式注册用户交互。数据的提取和结构化是后续关键过程(如交互分析,小组活动评估或提供意识和反馈)的前提。然而,在在线协作活动的实际情况下,日志数据的处理通常是脱机完成的,因为构造事件日志数据通常是计算上昂贵的过程,并且日志数据的数量往往非常大。因此,期望能够实时处理日志数据的技术,以在不影响协作应用程序性能的情况下最小化和扩大日志数据的结构和处理。在本文中,我们提出了一种基于网格的并行实现,用于实时处理协作应用程序中生成的事件日志数据。我们的结果表明使用网格中间件来加速和扩展processrnof的结构化和处理半结构化事件日志数据的可行性。 Grid原型遵循Master-Worker(MW)范例。它使用Globus工具包(GT)实施,并在Planetlab平台上进行了测试。

著录项

  • 来源
    《International journal of web and grid services》 |2010年第2期|P.124-140|共17页
  • 作者单位

    Department of Computer Science and Information Systems, Birkbeck, University of London, 23-29 Emerald Street, London WC1N 3QS, UK;

    rnIBM GTS, Virtualization and Grid Computing, Avd. Diagonal, 571 08029, Barcelona, Spain;

    rnFaculty of Information Engineering, Department of Information and Communication Engineering, Fukuoka Institute of Technology (FIT), 3-30-1 Wajiro-higashi, Higashi-ku, Fukuoka 811-0295, Japan;

    rnDepartment of Information Sciences, Open University of Catalonia, Av. Tibidabo, 39-43, 08035 Barcelona, Spain;

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

    computational grids; grid services; real-time applications;

    机译:计算网格;网格服务;实时应用;

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