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首页> 外文期刊>Malaysian Journal of Computer Science >Using Suffix Tree Clustering Method To Support The Planning Phase Of Systematic Literature Review
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Using Suffix Tree Clustering Method To Support The Planning Phase Of Systematic Literature Review

机译:使用后缀树聚类方法支持系统文献综述的计划阶段

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摘要

Systematic Literature Review (SLR) is an information-based process throughout which each stage must be carefully and systematically designed in planning phase. Important decisions need to be made about the various choices involved in the SLR planning phase. However, due to the necessarily comprehensive and rigorous nature of SLR, many researchers have difficulties in planning SLRs sufficiently and effectively. In recent decades, the use of text mining (TM) techniques has been introduced to facilitate SLR process, especially at conducting review phase to support the searching and selection of studies. However, so far, TM techniques have not been applied to support any activities during SLR planning phase. In this research, we proposed a method that apply Suffix Tree Clustering (STC) method to support decision-making activities within the SLR planning phase. This method also known as SLR Planning Based on Suffix Tree Clustering (SLRP-STC) method. It aims to help reviewers in three ways: 1) to extract research topics easily; 2) to better interpret extracted information; and 3) to quickly realize and refine a proposed search string that is poorly formulated or inappropriate. A case study was conducted by comparing the proposed method with manual approach. It is observed that the use of SLRP-STC method can improve the planning of SLR.
机译:系统文献综述(SLR)是一个基于信息的过程,在整个过程中,每个阶段都必须在计划阶段进行仔细而系统地设计。需要对SLR规划阶段涉及的各种选择做出重要决定。但是,由于SLR具有必要的全面性和严格性,许多研究人员在充分有效地计划SLR方面存在困难。在最近的几十年中,已经引入了使用文本挖掘(TM)技术来促进SLR处理的过程,特别是在进行审查阶段以支持搜索和选择研究的过程中。但是,到目前为止,TM技术尚未应用于支持SLR规划阶段的任何活动。在这项研究中,我们提出了一种应用后缀树聚类(STC)方法来支持SLR规划阶段内的决策活动的方法。此方法也称为基于后缀树聚类的SLR规划(SLRP-STC)方法。它旨在通过三种方式帮助审稿人:1)轻松提取研究主题; 2)更好地解释提取的信息;和3)快速实现和完善建议的搜索字符串,该搜索字符串的格式不正确或不合适。通过将建议的方法与手动方法进行比较,进行了案例研究。可以看出,使用SLRP-STC方法可以改善SLR的规划。

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